From 394ab839c3240ba1ef32a0620b97404c9a2a4c00 Mon Sep 17 00:00:00 2001 From: "O'Meally, Denis" Date: Wed, 24 Oct 2018 16:39:35 -0700 Subject: [PATCH 01/40] Add per-process resource allocations likelet/LncPipe#26 and a few other changes detailed there --- LncRNAanalysisPipe.nf | 219 ++++++++++++++++++------------------------ base.config | 197 +++++++++++++++++++++++++++++++++++++ custom.config | 67 +++++++++++++ 3 files changed, 357 insertions(+), 126 deletions(-) mode change 100644 => 100755 LncRNAanalysisPipe.nf create mode 100755 base.config create mode 100755 custom.config diff --git a/LncRNAanalysisPipe.nf b/LncRNAanalysisPipe.nf old mode 100644 new mode 100755 index f387a7d..37999a5 --- a/LncRNAanalysisPipe.nf +++ b/LncRNAanalysisPipe.nf @@ -1,16 +1,5 @@ #!/usr/bin/env nextflow -/* -======================================================================================== - nf-core/lncpipe -======================================================================================== - nf-core/lncpipe Analysis Pipeline. - #### Homepage / Documentation - https://github.com/nf-core/lncpipe - https://github.com/likelet/LncPipe - #### Authors - Qi Zhao @qi_likelet ----------------------------------------------------------------------------------------- -*/ + /* * LncPipe was implemented by Dr. Qi Zhao from Sun Yat-sen University Cancer Center, China. * @@ -69,11 +58,11 @@ def print_white = { str -> ANSI_WHITE + str + ANSI_RESET } //Help information // Nextflow version -version="v0.2.42" +version="v0.2.5" //======================================================================================= // Nextflow Version check -if( !nextflow.version.matches('0.26+') ) { - println print_yellow("This workflow requires Nextflow version 0.26 or greater -- You are running version ")+ print_red(nextflow.version) +if( !nextflow.version.matches('0.32+') ) { + println print_yellow("This workflow requires Nextflow version 0.32 or greater -- You are running version ")+ print_red(nextflow.version) exit 1 } //help information @@ -176,26 +165,6 @@ log.info print_yellow("lncipedia annotation location: ") + print_green(params.l log.info print_yellow("=====================================") log.info "\n" -// run information of system file -//automatic set optimize resource for analysis based on current system resources -ava_mem = (double) (Runtime.getRuntime().freeMemory()) -ava_cpu = Runtime.getRuntime().availableProcessors() -if (params.cpu != null && ava_cpu > params.cpu) { - ava_cpu = params.cpu -} else if (params.cpu != null && ava_cpu < params.cpu) { - print print_yellow("Exceeding the max available processors, \n use default parameter to run pipe. ") -} -if (params.mem != null && ava_mem > params.mem) { - ava_mem = params.mem -} else if (params.mem != null && ava_mem < params.mem) { - print print_yellow("Exceeding the max available memory, \n use default parameter to run pipe. ") -} -// set individual cpu for fork run -idv_cpu = 40 -int fork_number = ava_cpu / idv_cpu -if (fork_number < 1) { - fork_number = 1 -} // read file fasta_ref = file(params.fasta_ref) @@ -217,7 +186,7 @@ input_folder = file(params.input_folder) /* *Step 1: Prepare Annotations */ - + println print_purple("Combining known annotations from GTFs") if (params.species=="human") { gencode_annotation_gtf = file(params.gencode_annotation_gtf) @@ -237,29 +206,28 @@ if (params.species=="human") { output: file "gencode_protein_coding.gtf" into proteinCodingGTF, proteinCodingGTF_forClass file "known.lncRNA.gtf" into KnownLncRNAgtf - file "*_mod.gtf" into mod_file_for_rename shell: - cufflinks_threads = ava_cpu- 1 + cufflinks_threads = task.cpus if(params.aligner=='hisat'){//fix the gtf format required by hisat ''' set -o pipefail touch filenames.txt - for file in *.gtf + for file in *.gtf do - perl -lpe 's/ ([^"]\\S+) ;/ "$1" ;/g' $file > ${file}_mod.gtf + perl -lpe 's/ ([^"]\\S+) ;/ "$1" ;/g' $file > ${file}_mod.gtf echo ${file}_mod.gtf >>filenames.txt - + done - + stringtie --merge -o merged_lncRNA.gtf filenames.txt cat !{gencode_annotation_gtf}_mod.gtf |grep "protein_coding" > gencode_protein_coding.gtf gffcompare -r gencode_protein_coding.gtf -p !{cufflinks_threads} merged_lncRNA.gtf awk '$3 =="u"||$3=="x"{print $5}' gffcmp.merged_lncRNA.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA.gtf - > merged.filter.gtf mv merged.filter.gtf known.lncRNA.gtf - + ''' }else { @@ -270,7 +238,7 @@ if (params.species=="human") { cuffcompare -o merged_lncRNA -r gencode_protein_coding.gtf -p !{cufflinks_threads} merged_lncRNA/merged.gtf awk '$3 =="u"||$3=="x"{print $5}' merged_lncRNA/merged_lncRNA.merged.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA/merged.gtf - > merged.filter.gtf mv merged.filter.gtf known.lncRNA.gtf - + ''' } } @@ -326,7 +294,7 @@ if (!params.merged_gtf) { } else if (params.aligner == 'tophat' && params.bowtie2_index == false && !fasta_ref) { process Make_bowtie2_index { - + tag fasta_ref storeDir { params.out_folder + "/bowtie2Index" } @@ -345,7 +313,7 @@ if (!params.merged_gtf) { println print_red("No reference fasta equence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") } else if (params.aligner == 'hisat' && !fasta_ref) { process Make_hisat_index { - + tag fasta_ref storeDir { params.out_folder + "/hisatIndex" } @@ -399,7 +367,7 @@ if (!params.merged_gtf) { file "*.html" into fastqc_for_waiting shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus ''' fastqc -t !{fastq_threads} !{fastq_file[0]} !{fastq_file[1]} ''' @@ -425,7 +393,7 @@ if (!params.merged_gtf) { set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus if (params.singleEnd) { ''' after.py -z -1 !{fastq_file[0]} -g ./ @@ -459,11 +427,11 @@ if (!params.merged_gtf) { set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus if (params.singleEnd) { ''' fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html - + ''' } else { ''' @@ -485,7 +453,7 @@ if (!params.merged_gtf) { */ if (params.aligner == 'star') { process fastq_star_alignment_For_discovery { - + tag { file_tag } publishDir pattern: "", @@ -504,7 +472,7 @@ if (!params.merged_gtf) { println print_purple("Start mapping with STAR aligner " + samplename) file_tag = samplename file_tag_new = file_tag - star_threads = ava_cpu - 1 + star_threads = task.cpus if (params.singleEnd) { println print_purple("Initial reads mapping of " + samplename + " performed by STAR in single-end mode") @@ -524,7 +492,7 @@ if (!params.merged_gtf) { --outFilterType BySJout \ --alignSJoverhangMin 8 \ --alignSJDBoverhangMin 1 \ - --outFileNamePrefix !{file_tag_new} + --outFileNamePrefix !{file_tag_new} """ } else { println print_purple("Initial reads mapping of " + samplename + " performed by STAR in paired-end mode") @@ -543,7 +511,7 @@ if (!params.merged_gtf) { --outFilterType BySJout \ --alignSJoverhangMin 8 \ --alignSJDBoverhangMin 1 \ - --outFileNamePrefix !{file_tag_new} + --outFileNamePrefix !{file_tag_new} ''' } } @@ -551,7 +519,7 @@ if (!params.merged_gtf) { else if (params.aligner == 'tophat') { process fastq_tophat_alignment_For_discovery { - + tag { file_tag } publishDir pattern: "", @@ -572,7 +540,7 @@ if (!params.merged_gtf) { println print_purple("Start mapping with tophat2 aligner " + samplename) file_tag = samplename file_tag_new = file_tag - tophat_threads = ava_cpu- 1 + tophat_threads = task.cpus index_base = bowtie2_index[0].toString() - ~/.\d.bt2/ strand_str="fr-firststrand" if(unstrand){ @@ -581,20 +549,20 @@ if (!params.merged_gtf) { if (params.singleEnd) { println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in single-end mode") ''' - tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair} - + tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair} + ''' } else { println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in paired-end mode") ''' - tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair[0]} !{pair[1]} + tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair[0]} !{pair[1]} ''' } } } else if (params.aligner == 'hisat') { process fastq_hisat2_alignment_For_discovery { - + tag { file_tag } label 'para' publishDir pattern: "", @@ -614,7 +582,7 @@ if (!params.merged_gtf) { println print_purple("Start mapping with hisat2 aligner " + samplename) file_tag = samplename file_tag_new = file_tag - hisat2_threads = ava_cpu- 2 + hisat2_threads = task.cpus index_base = hisat2_id[0].toString() - ~/.\d.ht2/ if(unstrand){ @@ -623,11 +591,11 @@ if (!params.merged_gtf) { ''' mkdir tmp hisat2 -p !{hisat2_threads} --dta -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam + sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam rm !{file_tag_new}.sam rm temp.bam - + ''' } else { println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") @@ -645,11 +613,11 @@ if (!params.merged_gtf) { ''' mkdir tmp hisat2 -p !{hisat2_threads} --dta --rna-strandness !{params.hisat_strand} -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam + sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam rm !{file_tag_new}.sam rm temp.bam - + ''' } else { println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") @@ -670,7 +638,7 @@ if (!params.merged_gtf) { */ if(params.aligner == 'hisat'){ process StringTie_assembly { - + tag { file_tag } input: @@ -685,7 +653,7 @@ if (!params.merged_gtf) { shell: file_tag = samplename file_tag_new = file_tag - stringtie_threads = ava_cpu- 2 + stringtie_threads = task.cpus if(unstrand){ ''' @@ -707,7 +675,7 @@ if (!params.merged_gtf) { * Step 6: Merged GTFs into one */ process StringTie_merge_assembled_gtf { - + tag { file_tag } label 'para' publishDir pattern: "merged.gtf", @@ -723,18 +691,18 @@ if (!params.merged_gtf) { file "merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential shell: - stringtie_threads = ava_cpu- 1 + stringtie_threads = task.cpus ''' stringtie --merge -p !{stringtie_threads} -o merged.gtf !{gtf_filenames} - - + + ''' } } else{ process Cufflinks_assembly { - + tag { file_tag } input: @@ -748,7 +716,7 @@ if (!params.merged_gtf) { shell: file_tag_new = file_tag - cufflinks_threads = ava_cpu- 1 + cufflinks_threads = task.cpus strand_str="fr-firststrand" if(unstrand){ strand_str="fr-unstranded" @@ -756,7 +724,7 @@ if (!params.merged_gtf) { if (params.aligner == 'tophat') { ''' #run cufflinks - + cufflinks -g !{gencode_annotation_gtf} \ -b !{fasta_ref} \ --library-type !{strand_str}\ @@ -764,14 +732,14 @@ if (!params.merged_gtf) { --3-overhang-tolerance 2000 \ -o Cufout_!{file_tag_new} \ -p !{cufflinks_threads} !{alignment_bam} - + mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf ''' } else if (params.aligner == 'star') { ''' #run cufflinks - + cufflinks -g !{gencode_annotation_gtf} \ -b !{fasta_ref} \ --library-type !{strand_str} \ @@ -779,7 +747,7 @@ if (!params.merged_gtf) { --3-overhang-tolerance 2000 \ -o Cufout_!{file_tag_new} \ -p !{cufflinks_threads} !{alignment_bam} - + mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf ''' @@ -797,7 +765,7 @@ if (!params.merged_gtf) { * Step 6: Merged GTFs into one */ process cuffmerge_assembled_gtf { - + tag { file_tag } label 'para' publishDir pattern: "CUFFMERGE/merged.gtf", @@ -814,7 +782,7 @@ if (!params.merged_gtf) { file "CUFFMERGE/merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential shell: - cufflinks_threads = ava_cpu- 1 + cufflinks_threads = task.cpus ''' mkdir CUFFMERGE @@ -822,7 +790,7 @@ if (!params.merged_gtf) { -s !{fasta_ref} \ -p !{cufflinks_threads} \ !{gtf_filenames} - + ''' } } @@ -862,7 +830,7 @@ else { file "*.html" into fastqc_for_waiting shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus ''' fastqc -t !{fastq_threads} !{fastq_file[0]} !{fastq_file[1]} ''' @@ -890,7 +858,7 @@ else { set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus if (params.singleEnd) { ''' after.py -z -1 !{fastq_file[0]} -g ./ @@ -924,11 +892,11 @@ else { set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto shell: fastq_tag = samplename - fastq_threads = idv_cpu - 1 + fastq_threads = task.cpus if (params.singleEnd) { ''' fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html - + ''' } else { ''' @@ -962,7 +930,7 @@ else { file "merged_lncRNA.merged.gtf.tmap" into comparedGTF_tmap shell: - gffcompare_threads = ava_cpu- 1 + gffcompare_threads = task.cpus ''' #!/bin/sh gffcompare -r !{gencode_annotation_gtf} -p !{gffcompare_threads} !{mergeGtfFile} -o merged_lncRNA @@ -995,7 +963,7 @@ process Identify_novel_lncRNA_with_criterions { awk '$10 >200{print}' novel.gtf.tmap > novel.longRNA.gtf.tmap # extract gtf awk '{print $5}' novel.longRNA.gtf.tmap |perl !{baseDir}/bin/extract_gtf_by_name.pl !{mergedGTF} - >novel.longRNA.gtf - awk '{if($3=="exon"){print $0}}' novel.longRNA.gtf > novel.longRNA.format.gtf + awk '{if($3=="exon"){print $0}}' novel.longRNA.gtf > novel.longRNA.format.gtf perl !{baseDir}/bin/get_exoncount.pl novel.longRNA.format.gtf > novel.longRNA.exoncount.txt # gtf2gff3 #check whether required @@ -1010,7 +978,7 @@ process Identify_novel_lncRNA_with_criterions { novelLncRnaFasta.into { novelLncRnaFasta_for_PLEK; novelLncRnaFasta_for_CPAT; } process Predict_coding_abilities_by_PLEK { - + // as PLEK can not return valid exit status even run smoothly, we manually set the exit status into 0 to promote analysis validExitStatus 0, 1, 2 input: @@ -1018,7 +986,7 @@ process Predict_coding_abilities_by_PLEK { output: file "novel.longRNA.PLEK.out" into novel_longRNA_PLEK_result shell: - plek_threads = ava_cpu- 1 + plek_threads = task.cpus ''' PLEK.py -fasta !{novel_lncRNA_fasta} \ -out novel.longRNA.PLEK.out \ @@ -1126,7 +1094,7 @@ process Summary_renaming_and_classification { shell: - cufflinks_threads = ava_cpu- 1 + cufflinks_threads = task.cpus ''' set -o pipefail @@ -1135,7 +1103,7 @@ process Summary_renaming_and_classification { -p !{cufflinks_threads} !{novel_lncRNA_stringent_Gtf} awk '$3 =="u"||$3=="x"{print $5}' filter.novel.lncRNA.stringent.gtf.tmap |sort|uniq| \ perl !{baseDir}/bin/extract_gtf_by_name.pl !{novel_lncRNA_stringent_Gtf} - > novel.lncRNA.stringent.filter.gtf - + #rename lncRNAs according to neighbouring protein coding genes awk '$3 =="gene"{print }' !{gencode_protein_coding_gtf} | perl -F'\\t' -lane '$F[8]=~/gene_id "(.*?)";/ && print join qq{\\t},@F[0,3,4],$1,@F[5,6,1,2,7,8,9]' - | \ sort-bed - > gencode.protein_coding.gene.bed @@ -1149,10 +1117,10 @@ process Summary_renaming_and_classification { gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W - #classification - perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt - - + #classification + perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt + + ''' } @@ -1227,12 +1195,12 @@ process Secondary_basic_statistic { shell: ''' #!/usr/bin/perl -w - #since CPAT arbitrarily transforms gene names into upper case, we apply 'uc' function to keep the genenames' consistency. + #since CPAT arbitrarily transforms gene names into upper case, we apply 'uc' function to keep the genenames' consistency. use strict; open OUT,">basic_charac.txt" or die; - + open FH,"all_lncRNA_for_classifier.gtf" or die; - + my %class; my %g2t; my %trans_len; @@ -1251,7 +1219,7 @@ process Secondary_basic_statistic { $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; } open FH,"protein_coding.final.gtf" or die; - + while(){ chomp; my @field=split "\t"; @@ -1265,7 +1233,7 @@ process Secondary_basic_statistic { $trans_len{$tid}=(exists $trans_len{$tid})?$trans_len{$tid}+$len:$len; $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; } - + my %lin_class; open IN,"lncRNA_classification.txt" or die; #change the file name while(){ @@ -1274,9 +1242,9 @@ process Secondary_basic_statistic { $lin_class{$data[0]} = $data[1]; } open FH,"lncRNA.final.CPAT.out" or die; - + ; - + while(){ chomp; my @field=split "\t"; @@ -1289,11 +1257,11 @@ process Secondary_basic_statistic { } print OUT $g2t{$tid}."\t".$tid."\t".$class{$tid}."\t".$field[5]."\t".$trans_len{$tid}."\t".$exon_num{$tid}."\t".$class."\n"; } - + open FH,"protein_coding.final.CPAT.out" or die; - + ; - + while(){ chomp; my @field=split "\t"; @@ -1335,14 +1303,14 @@ if(!params.merged_gtf){ file_tag_new = file_tag if(params.unstrand){ ''' - sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts - htseq-count -t exon -i gene_id -s no -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count + sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts + htseq-count -t exon -i gene_id -s no -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count rm !{samplename}.sam ''' }else { ''' - sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts - htseq-count -t exon -i gene_id -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count + sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts + htseq-count -t exon -i gene_id -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count rm !{samplename}.sam ''' } @@ -1352,7 +1320,7 @@ if(!params.merged_gtf){ } }else{ process Build_kallisto_index_of_GTF_for_quantification { - + input: file transript_fasta from finalFasta_for_quantification_gtf @@ -1361,14 +1329,14 @@ if(!params.merged_gtf){ shell: ''' - #index kallisto reference + #index kallisto reference kallisto index -i transcripts.idx !{transript_fasta} - + ''' } constant_kallisto_index = final_kallisto_index.first() process Run_kallisto_for_quantification { - + tag { file_tag } label 'para' @@ -1383,12 +1351,12 @@ if(!params.merged_gtf){ shell: file_tag = samplename file_tag_new = file_tag - kallisto_threads = ava_cpu- 1 + kallisto_threads = task.cpus if (params.singleEnd) { println print_purple("Quantification by kallisto in single end mode") ''' #quantification by kallisto in single end mode - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} -b 100 --single -l 180 -s 20 !{pair} + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} --single -l 180 -s 20 !{pair} mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv ''' @@ -1396,8 +1364,8 @@ if(!params.merged_gtf){ } else { println print_purple("quantification by kallisto in paired end mode") ''' - #quantification by kallisto - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} -b 100 !{pair[0]} !{pair[1]} + #quantification by kallisto + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} !{pair[0]} !{pair[1]} mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv ''' } @@ -1412,7 +1380,7 @@ if(!params.merged_gtf){ exit 0, print_red("htseq can not be applicable without mapping step, plz set quant tool using `kallisto`") }else { process Build_kallisto_index_of_GTF_for_quantification { - + input: file transript_fasta from finalFasta_for_quantification_gtf @@ -1422,14 +1390,14 @@ if(!params.merged_gtf){ shell: ''' - #index kallisto reference + #index kallisto reference kallisto index -i transcripts.idx !{transript_fasta} - + ''' } constant_kallisto_index = final_kallisto_index.first() process Run_kallisto_for_quantification { - + tag { file_tag } label 'para' @@ -1444,22 +1412,22 @@ if(!params.merged_gtf){ shell: file_tag = samplename file_tag_new = file_tag - kallisto_threads = ava_cpu - 1 + kallisto_threads = task.cpus if (params.singleEnd) { println print_purple("Quantification by kallisto in single end mode") ''' #quantification by kallisto in single end mode - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} -b 100 --single -l 180 -s 20 !{pair} + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} --single -l 180 -s 20 !{pair} mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv - + ''' } else { println print_purple("Quantification by kallisto in paired end mode") ''' - #quantification by kallisto - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} -b 100 !{pair[0]} !{pair[1]} + #quantification by kallisto + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} !{pair[0]} !{pair[1]} mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv ''' } @@ -1652,4 +1620,3 @@ if(workflow.success) { workflow.onError { println print_yellow("Oops... Pipeline execution stopped with the following message: ")+print_red(workflow.errorMessage) } - diff --git a/base.config b/base.config new file mode 100755 index 0000000..f3b3735 --- /dev/null +++ b/base.config @@ -0,0 +1,197 @@ +/* + * ------------------------------------------------- + * Nextflow base config file + * ------------------------------------------------- + * A 'blank slate' config file, appropriate for general + * use on most high performace compute environments. + * Assumes that all software is installed and available + * on the PATH. Runs in `local` mode - all jobs will be + * run on the logged in environment. + */ + +process { + + // mimimum allocation + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 2.GB * task.attempt, 'memory' ) } + time = { check_max( 1.h * task.attempt, 'time' ) } + + errorStrategy = { task.exitStatus in [1,143,137,104,134,139] ? 'retry' : 'terminate' } + maxRetries = 3 + maxErrors = '-1' + + // Process-specific resource requirements + + // withName: combine_public_annotation { } + + withName: Make_STARindex { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + withName: Make_bowtie2_index { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + withName: Make_hisat_index { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 160.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + //withName: Run_fastQC { } + + withName: Run_afterQC { + cpus = { check_max( 6, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 4.h * task.attempt, 'time' ) } + } + + withName: Run_FastP { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 8.GB * task.attempt, 'memory' ) } + + } + + withName: fastq_star_alignment_For_discovery { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + withName: fastq_tophat_alignment_For_discovery { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + withName: fastq_hisat2_alignment_For_discovery { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + + withName: StringTie_assembly { + cpus = { check_max( 10, 'cpus' ) } + } + + withName: StringTie_merge_assembled_gtf { + cpus = { check_max( 10, 'cpus' ) } + } + + withName: Cufflinks_assembly { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 12.h * task.attempt, 'time' ) } + } + + withName: cuffmerge_assembled_gtf { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 12.h * task.attempt, 'time' ) } + } + + // withName: Merge_assembled_gtf_with_GENCODE { } + + // withName: Identify_novel_lncRNA_with_criterions { } + + // withName: Predict_coding_abilities_by_PLEK { } + + // withName: Predict_coding_abilities_by_CPAT { } + + // withName: Filter_lncRNA_by_coding_potential_result { } + + // withName: Summary_renaming_and_classification { } + + + // withName: Rerun_CPAT_to_evaluate_lncRNA { } + + // withName: Rerun_CPAT_to_evaluate_coding { } + + // withName: Secondary_basic_statistic { } + + // withName: Run_htseq_for_quantification{} + + withName: Run_kallisto_for_quantification { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + } + + withName: Build_kallisto_index_of_GTF_for_quantification { + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 64.GB * task.attempt, 'memory' ) } + time = { check_max( 2.h * task.attempt, 'time' ) } + } + + // withName: Get_HTseq_matrix { } + + // withName: Get_kallisto_matrix { } + + withName: Run_LncPipeReporter { + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + } + + Run_LncPipeReporter_without_Design { + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + } +} + +params { + // Defaults only, expecting to be overwritten. Set max per cluster node. + max_memory = 240.GB + max_cpus = 20 + max_time = 240.h +} + +// Function to ensure that resource requirements don't go beyond +// a maximum limit +def check_max(obj, type) { + if(type == 'memory'){ + try { + if(obj.compareTo(params.max_memory as nextflow.util.MemoryUnit) == 1) + return params.max_memory as nextflow.util.MemoryUnit + else + return obj + } catch (all) { + println " ### ERROR ### Max memory '${params.max_memory}' is not valid! Using default value: $obj" + return obj + } + } else if(type == 'time'){ + try { + if(obj.compareTo(params.max_time as nextflow.util.Duration) == 1) + return params.max_time as nextflow.util.Duration + else + return obj + } catch (all) { + println " ### ERROR ### Max time '${params.max_time}' is not valid! Using default value: $obj" + return obj + } + } else if(type == 'cpus'){ + try { + return Math.min( obj, params.max_cpus as int ) + } catch (all) { + println " ### ERROR ### Max cpus '${params.max_cpus}' is not valid! Using default value: $obj" + return obj + } + } +} + +timeline { + enabled = true + file = "${params.out_folder}/pipeline_info/lncPipe_timeline.html" +} +report { + enabled = true + file = "${params.out_folder}/pipeline_info/lncPipe_report.html" +} +trace { + enabled = true + file = "${params.out_folder}/pipeline_info/lncPipe_trace.txt" +} +dag { + enabled = true + file = "${params.out_folder}/pipeline_info/lncPipe_DAG.svg" +} diff --git a/custom.config b/custom.config new file mode 100755 index 0000000..0bcf720 --- /dev/null +++ b/custom.config @@ -0,0 +1,67 @@ +manifest { + homePage = 'https//github.com/likelet/LncPipe' + description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' + mainScript = 'LncRNAanalysisPipe.nf' +} + +params { +/* + User settings (mandatory) +*/ + +// Input files and genome reference + +// fastq_ext = '*_{1,2}.fq.gz' + + fastq_ext = '*_pass_{1,2}.fastq.gz' + fasta_ref = '$HOME/kmorris/Group/ref/gencode/GRCh38.p10.genome.fa' + + //human gtf only + gencode_annotation_gtf = "$HOME/kmorris/Group/ref/gencode/gencode.v28.annotation.gtf" + lncipedia_gtf = "$HOME/kmorris/Group/ref/lncpedia/lncipedia_5_2_hc_hg38.gtf" // set "null" if you are going to perform analysis on other species + +// User setting options (optional) + + // tools setting + aligner = "hisat" // or "star","tophat" + hisat_strand = 'RF' + hisat2_index = '$HOME/kmorris/Group/ref/gencode/HISAT2Index/genome_snp_tran' + + // star_index = '' //set if STAR used + // bowtie2_index = ''//set if tophat used + sam_processor="sambamba"//or "samtools(deprecated)" + qctools ="fastp" // or "afterqc","fastp","fastqc","none" to skip qc step + detools = "edger"//or "deseq2" + quant = "kallisto"// or 'htseq' + //other settings + singleEnd = false + unstrand = true + skip_combine = false + lncRep_Output = 'reporter.html' + lncRep_theme = 'npg' + lncRep_cdf_percent = 10 + lncRep_max_lnc_len = 10000 + lncRep_min_expressed_sample = 50 + /* + for non-human setting + */ + species="human"// mouse , zebrafish, fly + known_coding_gtf="" + known_lncRNA_gtf="" + + +/* +Don't modify +*/ +cpatpath ='/opt/CPAT-1.2.3' + +} + + +// Singularity options + +singularity.enabled = true +process.container = '$HOME/.singularity/lncpipe_rebuild-2018-10-19-ce1bc156744d.simg' +singularity.autoMounts = true + +includeConfig 'base.config' From f2b98c33a363594ecae9ebd7a74bfc5d9416ccd1 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Thu, 8 Nov 2018 14:06:42 +0800 Subject: [PATCH 02/40] add plek --- environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/environment.yml b/environment.yml index 5c9f726..74f039b 100644 --- a/environment.yml +++ b/environment.yml @@ -20,4 +20,4 @@ dependencies: - afterqc=0.9.7 - gffcompare=0.10.1 - sambamba=0.6.8 - \ No newline at end of file + - plek=1.2 From 357deb71b23cadf08d7278c52e636e1075d81999 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Sat, 17 Nov 2018 00:38:22 +0800 Subject: [PATCH 03/40] add lncpipereporter and multiqc --- environment.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/environment.yml b/environment.yml index 74f039b..72fcd34 100644 --- a/environment.yml +++ b/environment.yml @@ -21,3 +21,5 @@ dependencies: - gffcompare=0.10.1 - sambamba=0.6.8 - plek=1.2 + - r-lncpipereporter=0.1.1 + - multiqc-bcbio=0.2.6 From d63ca9017a1b5d96fa3d0765bce7e3c646d44b67 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 13:40:14 +0800 Subject: [PATCH 04/40] update the font of the logo in Mavon Pro bold --- docs/img/nf-core-lncpipe_logo.png | Bin 10767 -> 40831 bytes docs/img/nf-core-lncpipe_logo.svg | 346 ++++++++++++++++++------------ 2 files changed, 205 insertions(+), 141 deletions(-) diff --git a/docs/img/nf-core-lncpipe_logo.png b/docs/img/nf-core-lncpipe_logo.png index 0af5a5227ff24fa79157c32a51a750878cc4490b..6cbd2e1a1e278ea7c4a9ed054761c237d0b4b257 100644 GIT binary patch literal 40831 zcmeFZ^;^{28#O!zq9|b?N~(w`2#9nHs3=HxmvnccMRR72#88|i%1MZ 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zzwclYuzUZ#Tl|-7|CcxapAz8zZ26a&|349*JU$@@xL`qrhw3Tl{_2x`rzBbZ)+F?Q E04xR!*Z=?k diff --git a/docs/img/nf-core-lncpipe_logo.svg b/docs/img/nf-core-lncpipe_logo.svg index 849a7ba..ecaa4e8 100644 --- a/docs/img/nf-core-lncpipe_logo.svg +++ b/docs/img/nf-core-lncpipe_logo.svg @@ -1,141 +1,205 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - nf- - core/ - lncpipe - - - - - - - - - - - - + +image/svg+xmlnf- +core/ +lncpipe + From dbfbdd067e926c79edb0aa8363419b8053cc3e26 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 16:27:44 +0800 Subject: [PATCH 05/40] Update Dockerfile add email information --- Dockerfile | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Dockerfile b/Dockerfile index 4eb072a..0ef30c3 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,8 +1,8 @@ FROM nfcore/base MAINTAINER Qi Zhao -LABEL authors="youremailzhao" \ +LABEL authors="zhaoqi@sysucc.org.cn" \ description="Docker image containing all requirements for the nfcore/lncpipe pipeline" COPY environment.yml / RUN conda env create -f /environment.yml && conda clean -a -ENV PATH /opt/conda/envs/nf-core-lncpipe-1.0dev/bin:$PATH \ No newline at end of file +ENV PATH /opt/conda/envs/nf-core-lncpipe-1.0dev/bin:$PATH From 12e195f93027ddc17926129c311d0f316433b618 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 16:34:34 +0800 Subject: [PATCH 06/40] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 0ef30c3..12623f6 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,5 +1,5 @@ FROM nfcore/base -MAINTAINER Qi Zhao +MAINTAINER Qi Zhao LABEL authors="zhaoqi@sysucc.org.cn" \ description="Docker image containing all requirements for the nfcore/lncpipe pipeline" From d8ac742eede1a4be40cfd4434f6d397609f0cd0e Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:34:02 +0800 Subject: [PATCH 07/40] add workflow --- docs/img/workflow.png | Bin 0 -> 439330 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w|FVSdHpahN!oOO=H*5c2WAy*saM)(GxTg|YiuYalgZ*>!y58SKSM47DA1?-dQ~&?~ literal 0 HcmV?d00001 From 8b04a521820e18d611195180ab81106374d0d7be Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:36:03 +0800 Subject: [PATCH 08/40] Simplified the Markdown --- README.md | 371 +----------------------------------------------------- 1 file changed, 3 insertions(+), 368 deletions(-) diff --git a/README.md b/README.md index 595eeb1..527962d 100644 --- a/README.md +++ b/README.md @@ -25,378 +25,13 @@ The nf-core/lncpipe pipeline comes with documentation about the pipeline, found 4. [Output and how to interpret the results](docs/output.md) 5. [Troubleshooting](docs/troubleshooting.md) +## Schematic diagram +![workflow](docs/img/workflow.png) + ## Citation Qi Zhao, Yu Sun, Dawei Wang, Hongwan Zhang, Kai Yu, Jian Zheng, Zhixiang Zuo. LncPipe: A Nextflow-based pipeline for identification and analysis of long non-coding RNAs from RNA-Seq data. [J Genet Genomics. 2018 Jul 20;45(7):399-401](https://linkinghub.elsevier.com/retrieve/pii/S1673-8527(18)30117-6) -# [LncPipe](https://github.com/likelet/LncPipe) -## Table of Contents - - - - -- [Schematic diagram](#schematic-diagram) -- [Installation](#installation-and-quick-start) -- [Run Docker](#run-docker) -- [Run with example data](https://github.com/likelet/LncPipeTestData) -- [Interactive reports](#interactive-reports) -- [Parameters](#parameters) -- [FAQ](#faq) -- [Acknowledgements](#acknowledgements) -- [Contact](#contact) -- [License](#license) - -## Schematic diagram - - -## Installation -[Nextflow](https://github.com/nextflow-io/nextflow) -LncPipe is implemented with Nextflow pipeline management system. To run LncPipe. [Nextflow](https://github.com/nextflow-io/nextflow) should be pre-installed at POSIX compatible system (Linux, Solaris, OS X, etc), It requires BASH and Java 7 or higher to be installed. We do not recommend running the pipes in the Windows since most of bioinformatic tools are not supported. - -## Quick start -Here, we show step by step installation of [Nextflow](https://github.com/nextflow-io/nextflow) in a linux system as an example (adopted from [NextFlow](https://www.nextflow.io/docs/latest/getstarted.html)). - -* 1. Download the NextFlow executable package by pasting the following command into your terminal window: - - - wget -qO- get.nextflow.io | bash - - -> It will create the [Nextflow](https://github.com/nextflow-io/nextflow) main executable file in the current directory. - -* 2. Optionally, move the nextflow file to a directory accessible by your `$PATH` variable (only required to avoid typing the full path to this file each time you need to run it). Of course, you can download the lastest binary version of NextFlow by yourself from [here](https://github.com/nextflow-io/nextflow/releases) and add the path to your system environment.All those pipelines were written in [Nextflow](https://github.com/nextflow-io/nextflow) commands. For more details, please see [here](https://www.nextflow.io). - -* 3. Download the LncPipe github repository by: -``` -git clone https://github.com/likelet/LncPipe.git -``` - -* 4. Configure the design.file with experimental conditions and replicate info - -* 5. Configure your data and reference files in *nextflow.config* or *docker.config* or *singularity.config* - -* 6. Run LncPipe nextflow pipeline: - - nextflow -c nextflow.config run LncRNAanalysisPipe.nf - - or docker command - - nextflow -c docker.config run LncRNAanalysisPipe.nf - - or singularity command - - # create image - singularity build lncPipe.image docker://bioinformatist/lncpipe - # run command - nextflow -c singularity.config run LncRNAanalysisPipe.nf -* __7.Run with test data __ . - - PlZ go to https://github.com/likelet/LncPipeTestData - -### Prepare input files - -#### References, index and annotation files(Mandatory). -* **:blush:Please keep the consistency of your genome sequence,index library and annotation files (Important!): genome version, chromosome format, gtf coordinated e.g. The dependent third-party softwares may stop for any discrepencies in file-formatting.** -* Genome reference (genome fasta file with suffix `.fa` etc. ) - -* Genome Index for alignment (hisat2 or tophat or STAR) - -* GENCODE gene annotation file in GTF format - -* LNCipedia gene annotation file in GTF format.(set null if not available for your species) - -* Raw sequence file with \*.fastq.gz / \*.fq.gz suffixed - - - -#### Species - - >Currently, LncPipe has been tested for detection of lncRNAs in 'humans' only. - However, LncPipe can be manually configured to run the anlysis for other species as well and requires additional files "known_protein_coding.gtf" and "known_lncRNA.gtf" for coding probability calculations. More information on usage for non-human species can be found here. - -* Reference files for humans - - 1. hisat index built from Genome: - http://cancerbio.info/pub/hg38_hisat_index.tar.gz - - 2. Genome reference: - ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_27/GRCh38.p10.genome.fa.gz - - 3. GENCODE gene annotation: - ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_27/gencode.v27.annotation.gtf.gz - - 4. LNCipedia gene annotation: - https://lncipedia.org/downloads/lncipedia_5_0_hc_hg38.gtf - - 5. Raw sequence file with \*.fastq.gz / \*.fq.gz suffixed - -* Reference files for mouse - - 1. hisat index built from Genome - 2. Genome reference: - ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M16/GRCm38.p5.genome.fa.gz - - 3. GENCODE gene annotation: - ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M16/gencode.vM16.annotation.gtf.gz - - 4. LNCipedia gene annotation: null - 5. Raw sequence file with \*.fastq.gz / \*.fq.gz suffixed - -## Run Docker - -1. Prepare input files as mentioned earlier. -2. Modify the `docker.config` in `mandatory` section. -3. Install docker and download the latest LncPipe build using: - ``` - docker pull bioinformatist/lncpipe - ``` -4. Run LncPipe using the following command: - - - nextflow -c docker.config run LncRNAanalysisPipe.nf - ->The docker image for LncPipe is available on the docker-hub (https://hub.docker.com/r/bioinformatist/lncpipe/tags/). -> Alternatively, nextflow can automatically pull image from docker.io. `Dockerfile` recorded that what we have done with the image. For user from local China looking to pull the docker image can use this [mirror site instead](https://github.com/likelet/Blogs_tips/blob/master/README.md#setting-docker-download-mirror-site). - -## Dependencies - -TO Install softwares locally on your machine, please see install instructions [here](https://github.com/likelet/LncPipe/blob/master/InstallSoftwareLocally.md) - -## Interactive reports - -The results of LncPipe are summarized and visualized via interactive plots by our novel R package [LncPipeReporter](https://github.com/bioinformatist/LncPipeReporter). Users can also try LncPipeReporter as stand-alone for visualizing known and novel lncRNAs. - -## Configuration -As a nextflow-based analysis pipeline, LncPipe allow users edit configure file `nextflow.config` to set the index files and default file path parameters instead of typing them into the command line. - -To configure, please go to `params` line, and set the following information of various file locations and system environment settings - - params { - /* - User setting options (mandatory) - */ - // input file and genome reference - fastq_ext = '*_{1,2}.fq.gz' - fasta_ref = '/data/database/hg38/genome.fa' - design = 'design.file' - hisat2_index = '/data/database/hg38/hisatIndex/grch38_snp_tran/genome_snp_tran' - cpatpath='/opt/CPAT-1.2.3' - //human gtf only - gencode_annotation_gtf = "/data/database/hg38/Annotation/gencode.v24.annotation.gtf" - lncipedia_gtf = "/data/database/hg38/Annotation/lncipedia_4_0_hg38.gtf" // set "null" if you are going to perform analysis on other species - - // additional options for non-human species, else leaving them unchanged - species="human"// mouse , zebrafish, fly - known_coding_gtf="" - known_lncRNA_gtf="" - //for test - cpatpath = '/home/zhaoqi/software/CPAT/CPAT-1.2.2/' - - - /* - User setting options (optional) - */ - // tools setting - star_idex = ''//set if star used - bowtie2_index = ''//set if tophat used - aligner = "hisat" // or "star","tophat" - sam_processor="sambamba"//or "samtools(deprecated)" - qctools ="fastp" // or "afterqc","fastp","fastqc" - detools = "edger"//or "deseq2","noiseq" not supported yet - quant = "kallisto"// or 'htseq' - - //other setting - singleEnd = false - unstrand = false - skip_combine = false - lncRep_Output = 'reporter.html' - lncRep_theme = 'npg' - lncRep_cdf_percent = 10 - lncRep_max_lnc_len = 10000 - lncRep_min_expressed_sample = 50 - mem=60 - cpu=30 - } - - manifest { - homePage = 'https//github.com/likelet/LncPipe' - description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'LncRNAanalysisPipe.nf' - } - - - timeline { - enabled: true - file: "timeline.html" - } - - - -## Parameters -> Those parameters would cover the setting from `nextflow.config` file -* Mandatory(plz configure those options in *nextflow.config* or *docker.config* file) - -| Name | Example/Default value | Description | -|-----------|--------------:|-------------| -|--input_folder | `.` | input folder | -|--species | `human` | Your species, mouse, fly and zebra fish are also supported | -|--fastq_ext | `*_{1,2}.fastq.gz` | input raw paired reads | -|--out_folder | `.` | output folder | -|--design | `FALSE` | a txt file that stored experimental design information, plz see details from `--design` section below | - -* References - -| Name | Required | Description | -|-----------|--------------|-------------| -|--star_index/--bowtie2_index/--hisat2_index | -| Path to STAR?bowtie2/hisat2(mutually exclusive) index(required if not set in config file) | -|--fasta | `-` | Path to Fasta reference(required if not set in config file)| -|--gencode_annotation_gtf | `-` | An annotation file from GENCODE database for annotating lncRNAs(required if not set in config file). e.g. [gencode.v26.annotation.gtf](ftp://ftp.sanger.ac.uk/pub/gencode/Gencode_human/release_26/gencode.v26.annotation.gtf.gz) | -|--lncipedia_gtf | `-` | An annotation file from LNCipedia database for annotating lncRNAs(required if not set in config file) e.g. [lncipedia_4_0_hc_hg38.gtf](http://www.lncipedia.org/downloads/lncipedia_4_0_hc_hg38.gtf) | - -* software path (should not setting when using docker ) - - -| Name | Required | Description | -|-----------|--------------|-------------| -|--cpatpath | `-` | Home folder of cpat installed location | - -> since cpat may call model data from its home path, users should specified where the model file is located in. Especially users install cpat by themselves without our install code. - -* Optional - -| Name | Default value | Description | -|-----------|--------------|-------------| -|--singleEnd | `FALSE` | specify that the reads are single ended | -|--merged_gtf | `FALSE` | Skip mapping and assembly step by directly providing assembled merged gtf files| -|--unstrand | `FALSE` | specify that library is unstrand specific | -|--aligner | `star` | Aligner for reads mapping (optional), STAR is default and supported only at present,*star*/*tophat*/*hisat2*| -|--qctools | `fastp` | Tools for assess raw reads quality or filtered by *fastp*, *fastqc*, *afterqc* or *none*(skip qc step)| - -* LncPipeReporter options - -| Name | Default value | Description | -|-----------|--------------|-------------| -|--lncRep_Output | `reporter.html` | Specify report file name. | -|--lncRep_theme | `npg` | Plot theme setting in interactive plot. Values from [ggsci](https://github.com/road2stat/ggsci) | -|--lncRep_min_expressed_sample | `50` |Minimum expressed gene allowed in each sample, 50 default. Samples not passed were filtered from analysis| - -`--fastq_ext` -> Raw fastq files are required for de-novo analysis.This parameters should be set according to your paired or singled reads file names. - -For example: - - Sample1_1.fq.gz - Sample1_2.fq.gz - Sample2_1.fq.gz - Sample2_2.fq.gz - -Then you can input pattern `*_{1,2}.fq.gz` to make the all paired-end file recognized by [LncPipe](https://github.com/likelet/LncPipe) . - -For singled reads file, file pattern should be fed with `--singleEnd` parameter specified - - -`--star_idex?--bowtie2_index/--hisat2_index` - -> This parameter is *required* when not configured in nextflow.config file. It specify the star/tophat/hisat2(mutually exclusive) index folder built before running [LncPipe](https://github.com/likelet/LncPipe) . -If you don't know what it is?You can use `--fasta` to specify the reference sequence data. The index file would be built by [LncPipe](https://github.com/likelet/LncPipe) automatically. - - -`--design` -> Experimental design file matrix for differential expression analysis. Default: `null` -Format: - - WT:Sample1,Sample2,Sample3 - KO:Sample1,Sample2,Sample3 - -While `KO/WT` represents the two experimental condition, and sample1, sample2, sample3 are replicates which should be comma-delimited in the same line . - -For sample names, it should be the sample as the prefix of fastq files which was trimmed by `--fastq_ext`. - -For example: - - if fastq file names are `Sample1_1.fq.gz, Sample1_2.fq.gz` that comes from one sample and your `--fastq_ext` is set as `*_{1,2}.fq.gz`, the sample name -should be Sample1. - -## Output - `Result` folder under current path(default) or output_folder set by user. A typical structure of `Result` is follows: - - Result/ - ├── QC - │ ├── N1141_1.clean_fastqc.html - │ ├── N1141_2.clean_fastqc.html - │ ├── N1177_1.clean_fastqc.html - │ └── N1177_2.clean_fastqc.html - ├── Identified_lncRNA - │ ├── all_lncRNA_for_classifier.gtf - │ ├── final_all.fa - │ ├── final_all.gtf - │ ├── lncRNA.fa - │ ├── protein_coding.fa - │ └── protein_coding.final.gtf - ├── LncReporter - │ ├── Differential_Expression_analysis.csv - │ └── Report.html - ├── Quantification - │ ├── kallisto.count.txt - │ └── kallisto.tpm.txt - └── Star_alignment - ├── STAR_N1141 - │ ├── N1141Aligned.sortedByCoord.out.bam - │ ├── N1141Log.final.out - │ ├── N1141Log.out - │ ├── N1141Log.progress.out - │ └── N1141SJ.out.tab - └── STAR_N1177 - ├── N1177Aligned.sortedByCoord.out.bam - ├── N1177Log.final.out - ├── N1177Log.out - ├── N1177Log.progress.out - └── N1177SJ.out.tab - - -* `QC` stored the Quality control output generated by FastQC or AfterQC software.
-* `Identified_lncRNA` contains all assembled lncRNA and their sequences. *all_lncRNA_for_classifier.gtf* includes both novel and known lncRNA features in [GTF format](http://www.ensembl.org/info/website/upload/gff.html); -*lncRNA.fa* is all lncRNA sequences in fasta format. *protein_coding.final.gtf* and *protein_coding.fa* are protein coding information extracted from gencode annotation. *final_all.gtf* and *final_all.fa* are combined files for further analysis.
-* `Alignment` are hisat/tophat/STAR aligner standard output
-* `Quantification` are estimated abundance using kallisto. *kallisto.count.txt* stored reads count matrix and *kallisto.tpm.txt* are tpm(Transcripts Per Kilobase Million) matrix. -* `LncReporter` stored the interactive report file and differential expression matrix generated by LncPipeReporter which wrapped EdgeR. - -## Tips - -* :blush:Plz keep the consistency of your genome sequence, index library and annotation files: genome version, chromosome format, gtf coordinated e.g. The third-party software may stop for any of the above reasons. -* :confused:Setting your analysis parameters always in config file, differ project should corresponding to differ configurations for reproductive analysis. To rerun a project, you can just specify -c `your.config` in your command, which can also help you to record analysis parameters. -* :open_mouth:Run analysis on docker container, no much to say. -* :grimacing:Always use the latest version to be away from the known bugs. - -## Acknowledgement - - Thanks to the author of [AfterQC](https://github.com/OpenGene/AfterQC), Shifu Chen, for his help on providing a gzip output support to meet the require of LncPipe. Thanks to the internal test by Hongwan Zhang and Yan Wang from SYSUCC Cancer bioinformatics platform. - -## FAQ - -* *1. PLEK throws an error "/data/software/PLEK.1.2/PLEK.py:line12: $'\r': can not find command", how to fix?* ->A: using the follow command as suggested in the installation section. - - perl -CD -pi -e'tr/\x{feff}//d && s/[\r\n]+/\n/' *.py - -* *2. IOError: [Errno 2] No such file or directory: '/opt/CPAT-1.2.3/dat/Human_Hexamer.tsv'?* ->A: The cpat command required the `Human_Hexamer.tsv` to predict lncRNA coding potential, plz check your `cpatpath` parameters. -* *3. When using htseq to quantify transicript, it throws "Error occured when reading beginning of SAM/BAM file. 'csamtools.AlignedRead' object has no attribute 'reference_start' "* ->A: It's a version conflict caused by htseq and hisat generated bamfile, a possible solution for this is to install the old version of htseq - - - -## Contact - -For implementation: -* [Qi Zhao](https://github.com/likelet) zhaoqi@sysucc.org.cn, Sun Yat-sen University Cancer Center; -* [Yu Sun](http://icannotendure.space) sun_yu@mail.nankai.edu.cn, Nan kai University; -For project design and new feature request: -* [Qi Zhao](https://github.com/likelet) zhaoqi@sysucc.org.cn, Sun Yat-sen University Cancer Center; -* [Zhixiang Zuo]() zuozhx@sysucc.org.cn, Sun Yat-sen University Cancer Center; - -> We strongly recommend users open new issues if they have questions or find bugs. - From 178d2e43e59c247fe8bdc1f1582daab81d36abad Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:43:39 +0800 Subject: [PATCH 09/40] Update README.md --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 527962d..3de1f65 100644 --- a/README.md +++ b/README.md @@ -28,8 +28,14 @@ The nf-core/lncpipe pipeline comes with documentation about the pipeline, found ## Schematic diagram ![workflow](docs/img/workflow.png) +## Acknowledgment +Thanks to the author of [AfterQC](https://github.com/OpenGene/AfterQC)/fastp, Shifu Chen, for his help on providing a gzip output support to meet the require of LncPipe. Thanks to the internal test by Hongwan Zhang and Yan Wang from SYSUCC Cancer bioinformatics platform. +And also many thanks to the wonderful guys @apeltzer, @ewels and others from nf-core that help me to polish the code and structure of lncpipe. + + ## Citation +For details of LncPipe, plz read the article beblow :happy: Qi Zhao, Yu Sun, Dawei Wang, Hongwan Zhang, Kai Yu, Jian Zheng, Zhixiang Zuo. LncPipe: A Nextflow-based pipeline for identification and analysis of long non-coding RNAs from RNA-Seq data. [J Genet Genomics. 2018 Jul 20;45(7):399-401](https://linkinghub.elsevier.com/retrieve/pii/S1673-8527(18)30117-6) From deafb9723d6200307b4d43e6461a0037ef5c1a4c Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:46:01 +0800 Subject: [PATCH 10/40] Update README.md --- README.md | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 3de1f65..adaeaf2 100644 --- a/README.md +++ b/README.md @@ -29,14 +29,17 @@ The nf-core/lncpipe pipeline comes with documentation about the pipeline, found ![workflow](docs/img/workflow.png) ## Acknowledgment -Thanks to the author of [AfterQC](https://github.com/OpenGene/AfterQC)/fastp, Shifu Chen, for his help on providing a gzip output support to meet the require of LncPipe. Thanks to the internal test by Hongwan Zhang and Yan Wang from SYSUCC Cancer bioinformatics platform. + +Thanks to the author of [AfterQC](https://github.com/OpenGene/AfterQC)/fastp, Shifu Chen, for his help on providing a gzip output support to meet the require of LncPipe. Thanks to the internal test by Hongwan Zhang and Yan Wang from SYSUCC Cancer bioinformatics platform. + And also many thanks to the wonderful guys @apeltzer, @ewels and others from nf-core that help me to polish the code and structure of lncpipe. ## Citation -For details of LncPipe, plz read the article beblow :happy: -Qi Zhao, Yu Sun, Dawei Wang, Hongwan Zhang, Kai Yu, Jian Zheng, Zhixiang Zuo. LncPipe: A Nextflow-based pipeline for identification and analysis of long non-coding RNAs from RNA-Seq data. [J Genet Genomics. 2018 Jul 20;45(7):399-401](https://linkinghub.elsevier.com/retrieve/pii/S1673-8527(18)30117-6) +For details of LncPipe, plz read the article beblow :happy: + +> Qi Zhao, Yu Sun, Dawei Wang, Hongwan Zhang, Kai Yu, Jian Zheng, Zhixiang Zuo. LncPipe: A Nextflow-based pipeline for identification and analysis of long non-coding RNAs from RNA-Seq data. [J Genet Genomics. 2018 Jul 20;45(7):399-401](https://linkinghub.elsevier.com/retrieve/pii/S1673-8527(18)30117-6) From e59447b1456b8d253fa76c0c65b02201dfd5c31e Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:55:37 +0800 Subject: [PATCH 11/40] Update output.md --- docs/output.md | 70 +++++++++++++++++++++++++++++++++++--------------- 1 file changed, 49 insertions(+), 21 deletions(-) diff --git a/docs/output.md b/docs/output.md index bdccfc9..d1ce56b 100644 --- a/docs/output.md +++ b/docs/output.md @@ -1,23 +1,58 @@ # nf-core/lncpipe: Output -This document describes the output produced by the pipeline. Most of the plots are taken from the MultiQC report, which summarises results at the end of the pipeline. +This document describes the output produced by the pipeline. Most of the plots are taken from the MultiQC report and LncpipeReporter, that summarizes the result at the end of the pipeline. ## Pipeline overview The pipeline is built using [Nextflow](https://www.nextflow.io/) -and processes data using the following steps: +Plz see a detailed illustration in our [literature](https://linkinghub.elsevier.com/retrieve/pii/S1673-8527(18)30117-6). -* [FastQC](#fastqc) - read quality control -* [MultiQC](#multiqc) - aggregate report, describing results of the whole pipeline +## Result Folder structure -## FastQC -[FastQC](http://www.bioinformatics.babraham.ac.uk/projects/fastqc/) gives general quality metrics about your reads. It provides information about the quality score distribution across your reads, the per base sequence content (%T/A/G/C). You get information about adapter contamination and other overrepresented sequences. +`Result` folder under current path(default) or output_folder set by user. A typical structure of `Result` is follows: -For further reading and documentation see the [FastQC help](http://www.bioinformatics.babraham.ac.uk/projects/fastqc/Help/). + Result/ + ├── QC + │ ├── N1141_1.clean_fastqc.html + │ ├── N1141_2.clean_fastqc.html + │ ├── N1177_1.clean_fastqc.html + │ └── N1177_2.clean_fastqc.html + ├── Identified_lncRNA + │ ├── all_lncRNA_for_classifier.gtf + │ ├── final_all.fa + │ ├── final_all.gtf + │ ├── lncRNA.fa + │ ├── protein_coding.fa + │ └── protein_coding.final.gtf + ├── LncReporter + │ ├── Differential_Expression_analysis.csv + │ └── Report.html + ├── Quantification + │ ├── kallisto.count.txt + │ └── kallisto.tpm.txt + └── Star_alignment + ├── STAR_N1141 + │ ├── N1141Aligned.sortedByCoord.out.bam + │ ├── N1141Log.final.out + │ ├── N1141Log.out + │ ├── N1141Log.progress.out + │ └── N1141SJ.out.tab + └── STAR_N1177 + ├── N1177Aligned.sortedByCoord.out.bam + ├── N1177Log.final.out + ├── N1177Log.out + ├── N1177Log.progress.out + └── N1177SJ.out.tab -> **NB:** The FastQC plots displayed in the MultiQC report shows _untrimmed_ reads. They may contain adapter sequence and potentially regions with low quality. To see how your reads look after trimming, look at the FastQC reports in the `trim_galore` directory. +* `QC` stored the Quality control output generated by FastQC or AfterQC software.
+* `Identified_lncRNA` contains all assembled lncRNA and their sequences. *all_lncRNA_for_classifier.gtf* includes both novel and known lncRNA features in [GTF format](http://www.ensembl.org/info/website/upload/gff.html); +*lncRNA.fa* is all lncRNA sequences in fasta format. *protein_coding.final.gtf* and *protein_coding.fa* are protein coding information extracted from gencode annotation. *final_all.gtf* and *final_all.fa* are combined files for further analysis.
+* `Alignment` are hisat/tophat/STAR aligner standard output
+* `Quantification` are estimated abundance using kallisto. *kallisto.count.txt* stored reads count matrix and *kallisto.tpm.txt* are tpm(Transcripts Per Kilobase Million) matrix. +* `LncReporter` stored the interactive report file and differential expression matrix generated by LncPipeReporter which wrapped EdgeR. -**Output directory: `results/fastqc`** + +**Output directory: `results/QC`** * `sample_fastqc.html` * FastQC report, containing quality metrics for your untrimmed raw fastq files @@ -25,16 +60,9 @@ For further reading and documentation see the [FastQC help](http://www.bioinform * zip file containing the FastQC report, tab-delimited data file and plot images -## MultiQC -[MultiQC](http://multiqc.info) is a visualisation tool that generates a single HTML report summarising all samples in your project. Most of the pipeline QC results are visualised in the report and further statistics are available in within the report data directory. - -The pipeline has special steps which allow the software versions used to be reported in the MultiQC output for future traceability. - -**Output directory: `results/multiqc`** - -* `Project_multiqc_report.html` - * MultiQC report - a standalone HTML file that can be viewed in your web browser -* `Project_multiqc_data/` - * Directory containing parsed statistics from the different tools used in the pipeline +**Output directory: `results/Identified_lncRNA`** +**Output directory: `results/LncReporter`** +**Output directory: `results/Identified_lncRNA`** +**Output directory: `results/Quantification`** +**Output directory: `results/*_alignment`** -For more information about how to use MultiQC reports, see http://multiqc.info From 7ebdc672c01fe7ea650d1bf0b32403f1f9a3fe0b Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 21:56:07 +0800 Subject: [PATCH 12/40] Update output.md --- docs/output.md | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/docs/output.md b/docs/output.md index d1ce56b..add49bc 100644 --- a/docs/output.md +++ b/docs/output.md @@ -60,9 +60,13 @@ Plz see a detailed illustration in our [literature](https://linkinghub.elsevier. * zip file containing the FastQC report, tab-delimited data file and plot images -**Output directory: `results/Identified_lncRNA`** -**Output directory: `results/LncReporter`** -**Output directory: `results/Identified_lncRNA`** -**Output directory: `results/Quantification`** +**Output directory: `results/Identified_lncRNA`** + +**Output directory: `results/LncReporter`** + +**Output directory: `results/Identified_lncRNA`** + +**Output directory: `results/Quantification`** + **Output directory: `results/*_alignment`** From 21de1325bdaa162790c08b90a934c075594123d6 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 22:00:52 +0800 Subject: [PATCH 13/40] Update troubleshooting.md --- docs/troubleshooting.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md index 7e6cbd4..e2b9fa4 100644 --- a/docs/troubleshooting.md +++ b/docs/troubleshooting.md @@ -26,3 +26,28 @@ If you still have an issue with running the pipeline then feel free to contact u Have a look at the [pipeline website](https://github.com/nf-core/lncpipe) to find out how. If you have problems that are related to Nextflow and not our pipeline then check out the [Nextflow gitter channel](https://gitter.im/nextflow-io/nextflow) or the [google group](https://groups.google.com/forum/#!forum/nextflow). + + +## Tips & FAQs + +## Tips + +* :blush:Plz keep the consistency of your genome sequence, index library and annotation files: genome version, chromosome format, gtf coordinated e.g. The third-party software may stop for any of the above reasons. +* :confused:Setting your analysis parameters always in config file, differ project should corresponding to differ configurations for reproductive analysis. To rerun a project, you can just specify -c `your.config` in your command, which can also help you to record analysis parameters. +* :open_mouth:Run analysis on docker container, no much to say. +* :grimacing:Always use the latest version to be away from the known bugs. + + +## FAQ + +* *1. PLEK throws an error "/data/software/PLEK.1.2/PLEK.py:line12: $'\r': can not find command", how to fix?* +>A: using the follow command as suggested in the installation section. + + perl -CD -pi -e'tr/\x{feff}//d && s/[\r\n]+/\n/' *.py + +* *2. IOError: [Errno 2] No such file or directory: '/opt/CPAT-1.2.3/dat/Human_Hexamer.tsv'?* +>A: The cpat command required the `Human_Hexamer.tsv` to predict lncRNA coding potential, plz check your `cpatpath` parameters. +* *3. When using htseq to quantify transicript, it throws "Error occured when reading beginning of SAM/BAM file. 'csamtools.AlignedRead' object has no attribute 'reference_start' "* +>A: It's a version conflict caused by htseq and hisat generated bamfile, a possible solution for this is to install the old version of htseq + + From a6cb2ebb04f164138acff411aac832166ee2171d Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 21 Nov 2018 22:12:14 +0800 Subject: [PATCH 14/40] Update reference_genomes.md --- docs/configuration/reference_genomes.md | 20 ++------------------ 1 file changed, 2 insertions(+), 18 deletions(-) diff --git a/docs/configuration/reference_genomes.md b/docs/configuration/reference_genomes.md index db991e2..3fe9832 100644 --- a/docs/configuration/reference_genomes.md +++ b/docs/configuration/reference_genomes.md @@ -1,5 +1,7 @@ # nf-core/lncpipe: Reference Genomes Configuration +We are sorry that the current lncPipe only support few types of organism: human, mouse, fly and zebrafish, as one essential tool CPAT included in LncPipe only available for 4 species + The nf-core/lncpipe pipeline needs a reference genome for alignment and annotation. These paths can be supplied on the command line at run time (see the [usage docs](../usage.md)), @@ -29,21 +31,3 @@ params { genome = 'YOUR-ID' } ``` - -You can add as many genomes as you like as long as they have unique IDs. - -## illumina iGenomes -To make the use of reference genomes easier, illumina has developed a centralised resource called [iGenomes](https://support.illumina.com/sequencing/sequencing_software/igenome.html). -Multiple reference index types are held together with consistent structure for multiple genomes. - -We have put a copy of iGenomes up onto AWS S3 hosting and this pipeline is configured to use this by default. -The hosting fees for AWS iGenomes are currently kindly funded by a grant from Amazon. -The pipeline will automatically download the required reference files when you run the pipeline. -For more information about the AWS iGenomes, see https://ewels.github.io/AWS-iGenomes/ - -Downloading the files takes time and bandwidth, so we recommend making a local copy of the iGenomes resource. -Once downloaded, you can customise the variable `params.igenomes_base` in your custom configuration file to point to the reference location. -For example: -```nextflow -params.igenomes_base = '/path/to/data/igenomes/' -``` From fdd81303bf76803282da9f76a2df8c84933ab3cc Mon Sep 17 00:00:00 2001 From: likelet Date: Thu, 22 Nov 2018 13:20:47 +0800 Subject: [PATCH 15/40] update cpu profile and test profile --- LncRNAanalysisPipe.nf => Main.nf | 3253 +++++++++++++++--------------- bin/rename_lncRNA_2.pl | 40 +- conf/base.config | 137 +- conf/igenomes.config | 3 +- conf/test.config | 46 +- nextflow.config | 26 +- 6 files changed, 1847 insertions(+), 1658 deletions(-) rename LncRNAanalysisPipe.nf => Main.nf (86%) diff --git a/LncRNAanalysisPipe.nf b/Main.nf similarity index 86% rename from LncRNAanalysisPipe.nf rename to Main.nf index 37999a5..4ed3232 100755 --- a/LncRNAanalysisPipe.nf +++ b/Main.nf @@ -1,1622 +1,1631 @@ -#!/usr/bin/env nextflow - -/* - * LncPipe was implemented by Dr. Qi Zhao from Sun Yat-sen University Cancer Center, China. - * - * - * LncPipe is a free software; you can redistribute it and/or modify - * it under the terms of the GNU General Public License as published by - * the Free Software Foundation, either version 3 of the License, or - * (at your option) any later version. - * - * See the GNU General Public License for more details. - * - * - */ - -/* - * LncPipe: A nextflow-based lncRNA identification and analysis pipeline from RNA sequencing data - * - * Authors: - * Qi Zhao : design and implement the pipeline. - * Yu Sun : design and implement the analysis report sections. - * Zhixiang Zuo : design the project and perform the testing. - */ - -// requirement: -// - fastp/fastqc／AfterQC -// - STAR/tophat2/bowtie2/hisat2/StringTie -// - samtools/sambamba -// - Cufflinks/gffcompare -// - Bedops -// - CPAT -// - PLEK -// - CNCI -// - kallisto [https://pachterlab.github.io/kallisto/starting] - -//pre-defined functions for render command -//======================================================================================= -ANSI_RESET = "\u001B[0m"; -ANSI_BLACK = "\u001B[30m"; -ANSI_RED = "\u001B[31m"; -ANSI_GREEN = "\u001B[32m"; -ANSI_YELLOW = "\u001B[33m"; -ANSI_BLUE = "\u001B[34m"; -ANSI_PURPLE = "\u001B[35m"; -ANSI_CYAN = "\u001B[36m"; -ANSI_WHITE = "\u001B[37m"; - - -def print_red = { str -> ANSI_RED + str + ANSI_RESET } -def print_black = { str -> ANSI_BLACK + str + ANSI_RESET } -def print_green = { str -> ANSI_GREEN + str + ANSI_RESET } -def print_yellow = { str -> ANSI_YELLOW + str + ANSI_RESET } -def print_blue = { str -> ANSI_BLUE + str + ANSI_RESET } -def print_cyan = { str -> ANSI_CYAN + str + ANSI_RESET } -def print_purple = { str -> ANSI_PURPLE + str + ANSI_RESET } -def print_white = { str -> ANSI_WHITE + str + ANSI_RESET } - -//Help information -// Nextflow version -version="v0.2.5" -//======================================================================================= -// Nextflow Version check -if( !nextflow.version.matches('0.32+') ) { - println print_yellow("This workflow requires Nextflow version 0.32 or greater -- You are running version ")+ print_red(nextflow.version) - exit 1 -} -//help information -params.help = null -if (params.help) { - log.info '' - log.info print_purple('------------------------------------------------------------------------') - log.info "LncPipe: a Nextflow-based Long non-coding RNA analysis Pipeline v$version" - log.info "LncPipe integrates several NGS processing tools to identify novel long non-coding RNAs from" - log.info "un-processed RNA sequencing data. To run this pipeline, users either need to install required tools manually" - log.info "or use the docker image for LncPipe that comes with all tools pre-installed. (note: docker needs to be installed on your system). More information on usage can be found at https://github.com/likelet/LncPipe ." - log.info "Bugs or new feature requests can be reported by opening issues in our github repository." - log.info print_purple('------------------------------------------------------------------------') - log.info '' - log.info print_yellow('Usage: ') - log.info print_yellow(' The typical command for running the pipeline is as follows (we do not recommend users passing configuration parameters through command line, please modify the config.file instead):\n') + - print_purple(' Nextflow run LncRNAanalysisPipe.nf \n') + - - print_yellow(' General arguments: Input and output setting\n') + - print_cyan(' --input_folder ') + print_green('Path to input data(optional), current path default\n') + - print_cyan(' --fastq_ext <*_fq.gz> ') + print_green('Filename pattern for pairing raw reads, e.g: *_{1,2}.fastq.gz for paired reads\n') + - print_cyan(' --out_folder ') + print_green('The output directory where the results will be saved(optional), current path is default\n') + - print_cyan(' --aligner ') + print_green('Aligner for reads mapping (optional),"hisat"(defalt)/"star"/"tophat"\n') + - print_cyan(' --qctools ') + print_green('Tools for assess reads quality, fastp(default)/afterqc/fastqc/none(skip QC step)\n') + - print_cyan(' --detools ') + print_green('Tools for differential analysis, edger(default)/deseq/noiseq\n') + - print_cyan(' --quant ') + print_green('Tools for estimating abundance of transcript, kallisto(default)/htseq\n') + - '\n' + - print_yellow(' Options: General options for run this pipeline\n') + - print_cyan(' --merged_gtf ') + print_green('Start analysis with assemblies already produced and skip fastqc/alignment step, DEFAOUL NULL\n') + - print_cyan(' --design ') + print_green('A flat file stored the experimental design information ( required when perform differential expression analysis)\n') + - print_cyan(' --singleEnd ') + print_green('Reads type, True for single ended \n') + - print_cyan(' --unstrand ') + print_green('RNA library construction strategy, specified for \'unstranded\' library \n') + - '\n' + - print_yellow(' References: If not specified in the configuration file or you wish to overwrite any of the references.\n') + - print_cyan(' --fasta ') + print_green('Path to Fasta reference(required)\n') + - print_cyan(' --gencode_annotation_gtf ') + print_green('An annotation file from GENCODE database in GTF format (required)\n') + - print_cyan(' --lncipedia_gtf ') + print_green('An annotation file from LNCipedia database in GTF format (required)\n') + - '\n' + - print_yellow(' LncPipeReporter Options: LncPipeReporter setting \n') + - print_cyan(' --lncRep_Output ') + print_green('Specify report file name, \"report.html\" default.\n') + - print_cyan(' --lncRep_theme ') + print_green('Plot theme setting in interactive plot, \"npg\" default.\n') + - print_cyan(' --lncRep_min_expressed_sample ') + print_green('Minimum expressed gene allowed in each sample, 50 default.\n') + - '\n' + - print_yellow(' Other options: Specify the email and \n') + - print_cyan(' --sam_processor ') + print_green('program to process samfile generated by hisat2 if aligner is hisat2. Default \"sambamba\". \n') + - print_cyan(' --mail ') + print_green('email info for reporting status of your LncPipe execution \n') + - - - - log.info '------------------------------------------------------------------------' - log.info print_yellow('Contact information: zhaoqi@sysucc.org.cn') - log.info print_yellow('Copyright (c) 2013-2017, Sun Yat-sen University Cancer Center.') - log.info '------------------------------------------------------------------------' - exit 0 -} - -//check parameters -/* -allowed_params = ["input_folder","fastq_ext","out_folder","aligner","qctools","detools","quant", - "merged_gtf","design","singleEnd","unstrand", - "fasta","gencode_annotation_gtf","lncipedia_gtf", - "lncRep_Output", "lncRep_theme","lncRep_min_expressed_sample", - "sam_processor","mail"] -params.each { entry -> - if (! allowed_params.contains(entry.key)) { - println("The parameter <${entry}.key> is not known"); - System.exit(2); - } -} -*/ - -//default values -params.input_folder = './' -params.out_folder = './' - - -//dose merged_gtf provided -params.merged_gtf = null - - -singleEnd = params.singleEnd ? true : false -skip_combine = params.skip_combine ? true : false -unstrand = params.unstrand ? true : false -//Checking parameters -log.info print_purple("You are running LncPipe with the following parameters:") -log.info print_purple("Checking parameters ...") -log.info print_yellow("=====================================") -log.info print_yellow("Species: ") + print_green(params.species) -log.info print_yellow("Fastq file extension: ") + print_green(params.fastq_ext) -log.info print_yellow("Single end : ") + print_green(params.singleEnd) -log.info print_yellow("skip annotation process: ") + print_green(params.skip_combine) -log.info print_yellow("Input folder: ") + print_green(params.input_folder) -log.info print_yellow("Output folder: ") + print_green(params.out_folder) -log.info print_yellow("Genome sequence location: ") + print_green(params.fasta_ref) -log.info print_yellow("STAR index path: ") + print_green(params.star_index) -log.info print_yellow("HISAT2 index path: ") + print_green(params.hisat2_index) -log.info print_yellow("bowtie/tophat index path: ") + print_green(params.bowtie2_index) -log.info print_yellow("GENCODE annotation location: ") + print_green(params.gencode_annotation_gtf) -log.info print_yellow("lncipedia annotation location: ") + print_green(params.lncipedia_gtf) -log.info print_yellow("=====================================") -log.info "\n" - - -// read file -fasta_ref = file(params.fasta_ref) -if (!fasta_ref.exists()) exit 1, "Reference genome not found: ${params.fasta_ref}" -if(params.aligner=='star'){ - star_index = file(params.star_index) - if (!star_index.exists()) exit 1, "STAR index not found: ${params.star_index}" -}else if(params.aligner =='hisat'){ - hisat2_index = Channel.fromPath("${params.hisat2_index}*") - .ifEmpty { exit 1, "HISAT2 index not found: ${params.hisat2_index}" } -}else if(params.aligner =='tophat'){ - bowtie2_index = Channel.fromPath("${params.bowtie2_index}*") - .ifEmpty { exit 1, "bowtie2 index for tophat not found: ${params.bowtie2_index}" } -} - -input_folder = file(params.input_folder) - - -/* -*Step 1: Prepare Annotations - */ - -println print_purple("Combining known annotations from GTFs") -if (params.species=="human") { - gencode_annotation_gtf = file(params.gencode_annotation_gtf) - if (!gencode_annotation_gtf.exists()) exit 1, "GENCODE annotation file not found: ${params.gencode_annotation_gtf}" - lncipedia_gtf = file(params.lncipedia_gtf) - if (!lncipedia_gtf.exists()) exit 1, "lncipedia annotation file not found: ${params.lncipedia_gtf}" -//Prepare annotations - annotation_channel = Channel.from(gencode_annotation_gtf, lncipedia_gtf) - annotation_channel.collectFile { file -> ['lncRNA.gtflist', file.name + '\n'] } - .set { LncRNA_gtflist } - process combine_public_annotation { - storeDir { params.out_folder + "/Combined_annotations" } - input: - file lncRNA_gtflistfile from LncRNA_gtflist - file gencode_annotation_gtf - file lncipedia_gtf - output: - file "gencode_protein_coding.gtf" into proteinCodingGTF, proteinCodingGTF_forClass - file "known.lncRNA.gtf" into KnownLncRNAgtf - - shell: - cufflinks_threads = task.cpus - - - if(params.aligner=='hisat'){//fix the gtf format required by hisat - ''' - set -o pipefail - touch filenames.txt - for file in *.gtf - do - perl -lpe 's/ ([^"]\\S+) ;/ "$1" ;/g' $file > ${file}_mod.gtf - echo ${file}_mod.gtf >>filenames.txt - - done - - stringtie --merge -o merged_lncRNA.gtf filenames.txt - cat !{gencode_annotation_gtf}_mod.gtf |grep "protein_coding" > gencode_protein_coding.gtf - gffcompare -r gencode_protein_coding.gtf -p !{cufflinks_threads} merged_lncRNA.gtf - awk '$3 =="u"||$3=="x"{print $5}' gffcmp.merged_lncRNA.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA.gtf - > merged.filter.gtf - mv merged.filter.gtf known.lncRNA.gtf - - ''' - }else { - - ''' - set -o pipefail - cuffmerge -o merged_lncRNA !{lncRNA_gtflistfile} - cat !{gencode_annotation_gtf} |grep "protein_coding" > gencode_protein_coding.gtf - cuffcompare -o merged_lncRNA -r gencode_protein_coding.gtf -p !{cufflinks_threads} merged_lncRNA/merged.gtf - awk '$3 =="u"||$3=="x"{print $5}' merged_lncRNA/merged_lncRNA.merged.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA/merged.gtf - > merged.filter.gtf - mv merged.filter.gtf known.lncRNA.gtf - - ''' - } - } -} -else {// for mouse or other species, user should provide known_protein_coding and known_lncRNA GTF file for analysis - - KnownLncRNAgtf=file(params.known_lncRNA_gtf) - if (!KnownLncRNAgtf.exists()) exit 1, print_red("In non-human mode, known lncRNA GTF annotation file not found: ${params.known_lncRNA_gtf}") - known_coding_gtf=file(params.known_coding_gtf) - if (!known_coding_gtf.exists()) exit 1, print_red("In non-human mode, known protein coding GTF annotation file not found: ${params.known_coding_gtf}") - gencode_annotation_gtf = file(params.gencode_annotation_gtf) - if (!gencode_annotation_gtf.exists()) exit 1, print_red("GENCODE annotation file not found: ${params.gencode_annotation_gtf}") - gencode_annotation_gtf.into{proteinCodingGTF; proteinCodingGTF_forClass} - knownLncRNAgtf.set{knownLncRNAgtf} - -} - - -// whether the merged gtf have already produced. -if (!params.merged_gtf) { - /* - * Step 2: Build read aligner (STAR/tophat/HISAT2) index, if not provided - */ - //star_index if not exist - /*if (params.aligner == 'star' && params.star_index == false && fasta_ref) { - process Make_STARindex { - tag fasta_ref - - storeDir { params.out_folder + "/STARIndex" } - - input: - file fasta_ref from fasta_ref - file gencode_annotation_gtf - - output: - file "star_index" into star_index - - shell: - star_threads = ava_cpu- 1 - """ - mkdir star_index - STAR \ - --runMode genomeGenerate \ - --runThreadN ${star_threads} \ - --sjdbGTFfile $gencode_annotation_gtf \ - --sjdbOverhang 149 \ - --genomeDir star_index/ \ - --genomeFastaFiles $fasta_ref - """ - } - } else if (params.aligner == 'star' && params.star_index == false && !fasta_ref) { - println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") - - } else if (params.aligner == 'tophat' && params.bowtie2_index == false && !fasta_ref) { - process Make_bowtie2_index { - - tag fasta_ref - storeDir { params.out_folder + "/bowtie2Index" } - - input: - file fasta_ref from fasta_ref - - output: - file "genome_bt2.*" into bowtie2_index - - shell: - """ - bowtie2-build !{fasta_ref} genome_bt2 - """ - } - } else if (params.aligner == 'tophat' && !fasta_ref) { - println print_red("No reference fasta equence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") - } else if (params.aligner == 'hisat' && !fasta_ref) { - process Make_hisat_index { - - tag fasta_ref - - storeDir { params.out_folder + "/hisatIndex" } - - input: - file fasta_ref from fasta_ref - file gencode_annotation_gtf - - output: - file "genome_ht2.*" into hisat2_index - - shell: - hisat2_index_threads = ava_cpu- 1 - """ - #for human genome it will take more than 160GB memory and take really long time (6 more hours), thus we recommand to down pre-build genome from hisat website - extract_splice_sites.py !{gencode_annotation_gtf} >genome_ht2.ss - extract_exons.py !{gencode_annotation_gtf} > genome_ht2.exon - hisat2-build -p !{hisat2_index_threads} --ss genome_ht2.ss --exo genome_ht2.exon !{fasta_ref} genome_ht2 - """ - } - } else if (params.aligner == 'tophat' && params.hisat_index == false && !fasta_ref) { - println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") - }*/ - - println print_purple("Analysis from fastq file") - //Match the pairs on two channels - - reads = params.input_folder + params.fastq_ext - - /* - * Step 3: QC (FastQC/AfterQC/Fastp) of raw reads - */ - println print_purple("Perform quality control of raw fastq files ") - if (params.qctools == 'fastqc') { - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nNB: Path needs to be enclosed in quotes!\n") - } - .into { reads_for_fastqc; readPairs_for_discovery;readPairs_for_kallisto} - process Run_fastQC { - tag { fastq_tag } - label 'qc' - - publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "*.html" into fastqc_for_waiting - shell: - fastq_tag = samplename - fastq_threads = task.cpus - ''' - fastqc -t !{fastq_threads} !{fastq_file[0]} !{fastq_file[1]} - ''' - } - } - else if (params.qctools == 'afterqc'){ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - }.set { reads_for_fastqc} - process Run_afterQC { - - tag { fastq_tag } - label 'qc' - publishDir pattern: "QC/*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "QC/*.html" into fastqc_for_waiting - set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto - shell: - fastq_tag = samplename - fastq_threads = task.cpus - if (params.singleEnd) { - ''' - after.py -z -1 !{fastq_file[0]} -g ./ - ''' - } else { - ''' - after.py -z -1 !{fastq_file[0]} -2 !{fastq_file[1]} -g ./ - ''' - } - } - } - else if (params.qctools == 'fastp'){ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - } - .set { reads_for_fastqc} - process Run_FastP { - - tag { fastq_tag } - label 'qc' - - publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "*.html" into fastqc_for_waiting - set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto - shell: - fastq_tag = samplename - fastq_threads = task.cpus - if (params.singleEnd) { - ''' - fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html - - ''' - } else { - ''' - fastp -i !{fastq_file[0]} -I !{fastq_file[1]} -o !{samplename}_1.qc.fq.gz -O !{samplename}_2.qc.fq.gz -h !{samplename}_fastp.html - ''' - } - } - }else{ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - } - .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} - } - fastqc_for_waiting = fastqc_for_waiting.first() - - /* - * Step 4: Initialize read alignment (STAR/HISAT2/tophat) - */ - if (params.aligner == 'star') { - process fastq_star_alignment_For_discovery { - - tag { file_tag } - - publishDir pattern: "", - path: { params.out_folder + "/Result/Star_alignment" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(pair) from readPairs_for_discovery - file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref - file star_index - - output: - set val(file_tag_new), file("${file_tag_new}Aligned.sortedByCoord.out.bam") into mappedReads,forHtseqMappedReads - file "${file_tag_new}Log.final.out" into alignment_logs - shell: - println print_purple("Start mapping with STAR aligner " + samplename) - file_tag = samplename - file_tag_new = file_tag - star_threads = task.cpus - - if (params.singleEnd) { - println print_purple("Initial reads mapping of " + samplename + " performed by STAR in single-end mode") - """ - STAR --runThreadN !{star_threads} \ - --twopassMode Basic \ - --genomeDir !{star_index} \ - --readFilesIn !{pair} \ - --readFilesCommand zcat \ - --outSAMtype BAM SortedByCoordinate \ - --chimSegmentMin 20 \ - --outFilterIntronMotifs RemoveNoncanonical \ - --outFilterMultimapNmax 20 \ - --alignIntronMin 20 \ - --alignIntronMax 1000000 \ - --alignMatesGapMax 1000000 \ - --outFilterType BySJout \ - --alignSJoverhangMin 8 \ - --alignSJDBoverhangMin 1 \ - --outFileNamePrefix !{file_tag_new} - """ - } else { - println print_purple("Initial reads mapping of " + samplename + " performed by STAR in paired-end mode") - ''' - STAR --runThreadN !{star_threads} \ - --twopassMode Basic --genomeDir !{star_index} \ - --readFilesIn !{pair[0]} !{pair[1]} \ - --readFilesCommand zcat \ - --outSAMtype BAM SortedByCoordinate \ - --chimSegmentMin 20 \ - --outFilterIntronMotifs RemoveNoncanonical \ - --outFilterMultimapNmax 20 \ - --alignIntronMin 20 \ - --alignIntronMax 1000000 \ - --alignMatesGapMax 1000000 \ - --outFilterType BySJout \ - --alignSJoverhangMin 8 \ - --alignSJDBoverhangMin 1 \ - --outFileNamePrefix !{file_tag_new} - ''' - } - } - } - else if (params.aligner == 'tophat') - { - process fastq_tophat_alignment_For_discovery { - - tag { file_tag } - - publishDir pattern: "", - path: { params.out_folder + "/Result/tophat_alignment" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(pair) from readPairs_for_discovery - file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref - file bowtie2_index from bowtie2_index.collect() - file gtf from gencode_annotation_gtf - - output: - set val(samplename),file("${file_tag_new}_thout/accepted.bam") into mappedReads,forHtseqMappedReads - file "${file_tag_new}_thout/Alignment_summary.txt" into alignment_logs - //align_summary.txt as log file - shell: - println print_purple("Start mapping with tophat2 aligner " + samplename) - file_tag = samplename - file_tag_new = file_tag - tophat_threads = task.cpus - index_base = bowtie2_index[0].toString() - ~/.\d.bt2/ - strand_str="fr-firststrand" - if(unstrand){ - strand_str="fr-unstranded" - } - if (params.singleEnd) { - println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in single-end mode") - ''' - tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair} - - ''' - } else { - println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in paired-end mode") - ''' - tophat -p !{tophat_threads} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair[0]} !{pair[1]} - ''' - } - } - } - else if (params.aligner == 'hisat') { - process fastq_hisat2_alignment_For_discovery { - - tag { file_tag } - label 'para' - publishDir pattern: "", - path: { params.out_folder + "/Result/hisat_alignment" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(pair) from readPairs_for_discovery - file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref - file hisat2_id from hisat2_index.collect() - - output: - set val(file_tag_new),file("${file_tag_new}.sort.bam") into hisat_mappedReads,forHtseqMappedReads - file "${file_tag_new}.hisat2_summary.txt" into alignment_logs - //align_summary.txt as log file - shell: - println print_purple("Start mapping with hisat2 aligner " + samplename) - file_tag = samplename - file_tag_new = file_tag - hisat2_threads = task.cpus - index_base = hisat2_id[0].toString() - ~/.\d.ht2/ - - if(unstrand){ - if (params.singleEnd) { - println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in single-end mode") - ''' - mkdir tmp - hisat2 -p !{hisat2_threads} --dta -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam - sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam - rm !{file_tag_new}.sam - rm temp.bam - - ''' - } else { - println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") - ''' - mkdir tmp - hisat2 -p !{hisat2_threads} --dta -x !{index_base} -1 !{pair[0]} -2 !{pair[1]} -S !{file_tag_new}.sam 2> !{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam - sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam - rm !{file_tag_new}.sam - ''' - } - }else { - if (params.singleEnd) { - println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in single-end mode") - ''' - mkdir tmp - hisat2 -p !{hisat2_threads} --dta --rna-strandness !{params.hisat_strand} -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam - sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam - rm !{file_tag_new}.sam - rm temp.bam - - ''' - } else { - println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") - ''' - mkdir tmp - hisat2 -p !{hisat2_threads} --dta --rna-strandness !{params.hisat_strand} -x !{index_base} -1 !{pair[0]} -2 !{pair[1]} -S !{file_tag_new}.sam 2> !{file_tag_new}.hisat2_summary.txt - sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam - sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam - rm !{file_tag_new}.sam - ''' - } - } - } - } - - /* - * Step 5: Transcript assembly using Stringtie - */ - if(params.aligner == 'hisat'){ - process StringTie_assembly { - - tag { file_tag } - - input: - set val(samplename),file(alignment_bam) from hisat_mappedReads - file fasta_ref - file gencode_annotation_gtf - - output: - - file "stringtie_${file_tag_new}_transcripts.gtf" into stringTieoutgtf, StringTieOutGtf_fn - - shell: - file_tag = samplename - file_tag_new = file_tag - stringtie_threads = task.cpus - - if(unstrand){ - ''' - #run stringtie - stringtie -p !{stringtie_threads} -G !{gencode_annotation_gtf} -l stringtie_!{file_tag_new} -o stringtie_!{file_tag_new}_transcripts.gtf !{alignment_bam} - ''' - }else{ - ''' - #run stringtie - stringtie -p !{stringtie_threads} -G !{gencode_annotation_gtf} --rf -l stringtie_!{file_tag_new} -o stringtie_!{file_tag_new}_transcripts.gtf !{alignment_bam} - ''' - } - - } -// Create a file 'gtf_filenames' containing the filenames of each post processes cufflinks gtf - stringTieoutgtf.collectFile { file -> ['gtf_filenames.txt', file.name + '\n'] } - .set { GTFfilenames } - /* - * Step 6: Merged GTFs into one - */ - process StringTie_merge_assembled_gtf { - - tag { file_tag } - label 'para' - publishDir pattern: "merged.gtf", - path: { params.out_folder + "/Result/Merged_assemblies" }, mode: 'copy', overwrite: true - - input: - file gtf_filenames from GTFfilenames - file cufflinksgtf_file from StringTieOutGtf_fn.toList() // not used but just send the file in current running folder - file fasta_ref - - - output: - file "merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential - shell: - - stringtie_threads = task.cpus - - ''' - stringtie --merge -p !{stringtie_threads} -o merged.gtf !{gtf_filenames} - - - ''' - } - } - else{ - process Cufflinks_assembly { - - tag { file_tag } - - input: - set val(file_tag), file(alignment_bam) from mappedReads - file fasta_ref - file gencode_annotation_gtf - - output: - - file "Cufout_${file_tag_new}_transcripts.gtf" into cuflinksoutgtf, cuflinksoutgtf_fn - - shell: - file_tag_new = file_tag - cufflinks_threads = task.cpus - strand_str="fr-firststrand" - if(unstrand){ - strand_str="fr-unstranded" - } - if (params.aligner == 'tophat') { - ''' - #run cufflinks - - cufflinks -g !{gencode_annotation_gtf} \ - -b !{fasta_ref} \ - --library-type !{strand_str}\ - --max-multiread-fraction 0.25 \ - --3-overhang-tolerance 2000 \ - -o Cufout_!{file_tag_new} \ - -p !{cufflinks_threads} !{alignment_bam} - - mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf - ''' - - } else if (params.aligner == 'star') { - ''' - #run cufflinks - - cufflinks -g !{gencode_annotation_gtf} \ - -b !{fasta_ref} \ - --library-type !{strand_str} \ - --max-multiread-fraction 0.25 \ - --3-overhang-tolerance 2000 \ - -o Cufout_!{file_tag_new} \ - -p !{cufflinks_threads} !{alignment_bam} - - mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf - ''' - - } - - - } - -// Create a file 'gtf_filenames' containing the filenames of each post processes cufflinks gtf - - cuflinksoutgtf.collectFile { file -> ['gtf_filenames.txt', file.name + '\n'] } - .set { GTFfilenames } - - /* - * Step 6: Merged GTFs into one - */ - process cuffmerge_assembled_gtf { - - tag { file_tag } - label 'para' - publishDir pattern: "CUFFMERGE/merged.gtf", - path: { params.out_folder + "/Result/All_assemblies" }, mode: 'copy', overwrite: true - - input: - file gtf_filenames from GTFfilenames - file cufflinksgtf_file from cuflinksoutgtf_fn.toList() // not used but just send the file in current running folder - - file fasta_ref - - - output: - file "CUFFMERGE/merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential - shell: - - cufflinks_threads = task.cpus - - ''' - mkdir CUFFMERGE - cuffmerge -o CUFFMERGE \ - -s !{fasta_ref} \ - -p !{cufflinks_threads} \ - !{gtf_filenames} - - ''' - } - } - - -} -else { - println print_yellow("Raw reads quality check step was skipped due to provided ") + print_green("--merged_gtf") + print_yellow(" option\n") - println print_yellow("Reads mapping step was skipped due to provided ") + print_green("--merged_gtf") + print_yellow(" option\n") - - merged_gtf = file(params.merged_gtf) - Channel.fromPath(merged_gtf) - .ifEmpty { exit 1, "Cannot find merged gtf : ${merged_gtf}" } - .into { - mergeTranscripts_forCompare; mergeTranscripts_forExtract; mergeTranscripts_forCodeingProtential - } - - // add fastq when do quantification - reads = params.input_folder + params.fastq_ext - if (params.qctools == 'fastqc') { - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Fastq file not found, plz check your file path : ${reads}\n") - } - .into { reads_for_fastqc; readPairs_for_discovery;readPairs_for_kallisto} - process Run_fastQC { - tag { fastq_tag } - label 'qc' - - publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "*.html" into fastqc_for_waiting - shell: - fastq_tag = samplename - fastq_threads = task.cpus - ''' - fastqc -t !{fastq_threads} !{fastq_file[0]} !{fastq_file[1]} - ''' - } - } - else if (params.qctools == 'afterqc'){ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - } - .set { reads_for_fastqc} - process Run_afterQC { - - tag { fastq_tag } - label 'qc' - - publishDir pattern: "QC/*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "QC/*.html" into fastqc_for_waiting - set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto - shell: - fastq_tag = samplename - fastq_threads = task.cpus - if (params.singleEnd) { - ''' - after.py -z -1 !{fastq_file[0]} -g ./ - ''' - } else { - ''' - after.py -z -1 !{fastq_file[0]} -2 !{fastq_file[1]} -g ./ - ''' - } - } - } - else if (params.qctools == 'fastp'){ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - } - .set { reads_for_fastqc} - process Run_FastP { - - tag { fastq_tag } - label 'qc' - - publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true - - input: - set val(samplename), file(fastq_file) from reads_for_fastqc - - output: - file "*.html" into fastqc_for_waiting - set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto - shell: - fastq_tag = samplename - fastq_threads = task.cpus - if (params.singleEnd) { - ''' - fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html - - ''' - } else { - ''' - fastp -i !{fastq_file[0]} -I !{fastq_file[1]} -o !{samplename}_1.qc.fq.gz -O !{samplename}_2.qc.fq.gz -h !{samplename}_fastp.html - ''' - } - } - } - else{ - Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) - .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") - } - .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} - } - fastqc_for_waiting2 = fastqc_for_waiting.first() - -} - -/* -*Step 7: Compare assembled gtf with known annotations (GENCODE) -*/ - process Merge_assembled_gtf_with_GENCODE { - - tag { file_tag } - input: - file mergeGtfFile from mergeTranscripts_forCompare - file gencode_annotation_gtf - - output: - file "merged_lncRNA.merged.gtf.tmap" into comparedGTF_tmap - shell: - - gffcompare_threads = task.cpus - ''' - #!/bin/sh - gffcompare -r !{gencode_annotation_gtf} -p !{gffcompare_threads} !{mergeGtfFile} -o merged_lncRNA - ''' - } - - - -/* -*Step 8: Filter GTFs to distinguish novel lncRNAs -*/ -process Identify_novel_lncRNA_with_criterions { - - input: - file comparedTmap from comparedGTF_tmap - file fasta_ref - file mergedGTF from mergeTranscripts_forExtract - - output: - file "novel.gtf.tmap" into noveltmap - file "novel.longRNA.fa" into novelLncRnaFasta - file "novel.longRNA.exoncount.txt" into novelLncRnaExonCount - - shell: - ''' - # filtering novel lncRNA based on cuffmerged trascripts - set -o pipefail - awk '$3 =="x"||$3=="u"||$3=="i"{print $0}' !{comparedTmap} > novel.gtf.tmap - # excluding length smaller than 200 nt - awk '$10 >200{print}' novel.gtf.tmap > novel.longRNA.gtf.tmap - # extract gtf - awk '{print $5}' novel.longRNA.gtf.tmap |perl !{baseDir}/bin/extract_gtf_by_name.pl !{mergedGTF} - >novel.longRNA.gtf - awk '{if($3=="exon"){print $0}}' novel.longRNA.gtf > novel.longRNA.format.gtf - perl !{baseDir}/bin/get_exoncount.pl novel.longRNA.format.gtf > novel.longRNA.exoncount.txt - # gtf2gff3 - #check whether required - # get fasta from gtf - gffread novel.longRNA.gtf -g !{fasta_ref} -w novel.longRNA.fa -W - ''' -} - -/* -*Step 9: Predict coding potential abilities using CPAT and PLEK (CNCI functionality coming soon!) -*/ -novelLncRnaFasta.into { novelLncRnaFasta_for_PLEK; novelLncRnaFasta_for_CPAT; } - -process Predict_coding_abilities_by_PLEK { - - // as PLEK can not return valid exit status even run smoothly, we manually set the exit status into 0 to promote analysis - validExitStatus 0, 1, 2 - input: - file novel_lncRNA_fasta from novelLncRnaFasta_for_PLEK - output: - file "novel.longRNA.PLEK.out" into novel_longRNA_PLEK_result - shell: - plek_threads = task.cpus - ''' - PLEK.py -fasta !{novel_lncRNA_fasta} \ - -out novel.longRNA.PLEK.out \ - -thread !{plek_threads} - exit 0 - ''' - -} -process Predict_coding_abilities_by_CPAT { - input: - file novel_lncRNA_fasta from novelLncRnaFasta_for_CPAT - output: - file "novel.longRNA.CPAT.out" into novel_longRNA_CPAT_result - shell: - if(params.species=="human"){ - ''' - cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ - -o novel.longRNA.CPAT.out - ''' - }else if (params.species=="mouse"){ - ''' - cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ - -o novel.longRNA.CPAT.out - ''' - - }else if (params.species=="zebrafish"){ - ''' - cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ - -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ - -o novel.longRNA.CPAT.out - ''' - }else { - ''' - cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ - -d !{params.cpatpath}/dat/fly_logitModel.RData \ - -o novel.longRNA.CPAT.out - ''' - } - -} - - -/* -*Step 9: Merged and filter lncRNAs based on coding potential (CPAT/PLEK) -*/ -process Filter_lncRNA_by_coding_potential_result { - input: - file novel_longRNA_PLEK_ from novel_longRNA_PLEK_result - file novel_longRNA_CPAT_ from novel_longRNA_CPAT_result - file longRNA_novel_exoncount from novelLncRnaExonCount - file cuffmergegtf from mergeTranscripts_forCodeingProtential - file gencode_annotation_gtf - file fasta_ref - - output: - file "novel.longRNA.stringent.gtf" into Novel_longRNA_stringent_gtf // not used - file "novel.lncRNA.stringent.gtf" into novel_lncRNA_stringent_gtf - file "novel.TUCP.stringent.gtf" into novel_TUCP_stringent_gtf // not used - - shell: - ''' - set -o pipefail - #merged transcripts - perl !{baseDir}/bin/integrate_novel_transcripts.pl > novel.longRNA.txt - awk '$4 >1{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.longRNA.stringent.gtf - # retain lncRNA only by coding ability - awk '$4 >1&&$5=="lncRNA"{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.lncRNA.stringent.gtf - awk '$4 >1&&$5=="TUCP"{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.TUCP.stringent.gtf - ''' -} - -/* -*Step 10: Further filtered lncRNAs with known criterion -*/ -process Summary_renaming_and_classification { - publishDir "${params.out_folder}/Result/Identified_lncRNA", mode: 'copy' - - - input: - file knowlncRNAgtf from KnownLncRNAgtf - file gencode_protein_coding_gtf from proteinCodingGTF - file novel_lncRNA_stringent_Gtf from novel_lncRNA_stringent_gtf - file fasta_ref - file mod_file_for_rename - - output: -// file "lncRNA.final.v2.gtf" into finalLncRNA_gtf -// file "lncRNA.final.v2.map" into finalLncRNA_map - file "protein_coding.final.gtf" into final_protein_coding_gtf - file "all_lncRNA_for_classifier.gtf" into finalLncRNA_for_class_gtf - file "final_all.gtf" into finalGTF_for_quantification_gtf, finalGTF_for_annotate_gtf - file "final_all.fa" into finalFasta_for_quantification_gtf - file "protein_coding.fa" into final_coding_gene_for_CPAT_fa - file "lncRNA.fa" into final_lncRNA_for_CPAT_fa - file "lncRNA_classification.txt" into lncRNA_classification - file "lncRNA.mapping.file" into rename_mapping_file - //file "lncRNA.final.CPAT.out" into lncRNA_CPAT_statistic - //file "protein_coding.final.CPAT.out" into protein_coding_CPAT_statistic - - shell: - - cufflinks_threads = task.cpus - - ''' - set -o pipefail - gffcompare -G -o filter \ - -r !{knowlncRNAgtf} \ - -p !{cufflinks_threads} !{novel_lncRNA_stringent_Gtf} - awk '$3 =="u"||$3=="x"{print $5}' filter.novel.lncRNA.stringent.gtf.tmap |sort|uniq| \ - perl !{baseDir}/bin/extract_gtf_by_name.pl !{novel_lncRNA_stringent_Gtf} - > novel.lncRNA.stringent.filter.gtf - - #rename lncRNAs according to neighbouring protein coding genes - awk '$3 =="gene"{print }' !{gencode_protein_coding_gtf} | perl -F'\\t' -lane '$F[8]=~/gene_id "(.*?)";/ && print join qq{\\t},@F[0,3,4],$1,@F[5,6,1,2,7,8,9]' - | \ - sort-bed - > gencode.protein_coding.gene.bed - gtf2bed < novel.lncRNA.stringent.filter.gtf |sort-bed - > novel.lncRNA.stringent.filter.bed - gtf2bed < !{knowlncRNAgtf} |sort-bed - > known.lncRNA.bed - perl !{baseDir}/bin/rename_lncRNA_2.pl - # mv lncRNA.final.v2.gtf all_lncRNA_for_classifier.gtf - grep -v NA-1-1 lncRNA.final.v2.gtf > all_lncRNA_for_classifier.gtf - perl !{baseDir}/bin/rename_proteincoding.pl !{gencode_protein_coding_gtf}> protein_coding.final.gtf - cat all_lncRNA_for_classifier.gtf protein_coding.final.gtf > final_all.gtf - gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W - gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W - gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W - #classification - perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt - - - ''' -} - -/* -*Step 11: Rerun CPAT to evaluate the results -*/ -//evaluate lncRNA -process Rerun_CPAT_to_evaluate_lncRNA { - input: - file lncRNA_final_cpat_fasta from final_lncRNA_for_CPAT_fa - output: - file "lncRNA.final.CPAT.out" into final_lncRNA_CPAT_result - shell: - - if(params.species=="human"){ - ''' - cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ - -o lncRNA.final.CPAT.out - ''' - }else if (params.species=="mouse"){ - ''' - cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ - -o lncRNA.final.CPAT.out - ''' - - }else if (params.species=="zebrafish"){ - ''' - cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ - -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ - -o lncRNA.final.CPAT.out - ''' - }else { - ''' - cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ - -d !{params.cpatpath}/dat/fly_logitModel.RData \ - -o lncRNA.final.CPAT.out - ''' - } -} -//evaluate coding -process Rerun_CPAT_to_evaluate_coding { - input: - file final_coding_gene_for_CPAT from final_coding_gene_for_CPAT_fa - output: - file "protein_coding.final.CPAT.out" into final_coding_gene_CPAT_result - shell: - ''' - cpat.py -g !{final_coding_gene_for_CPAT} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ - -o protein_coding.final.CPAT.out - ''' -} -//summary result -process Secondary_basic_statistic { - - input: - file protein_coding_final_gtf from final_protein_coding_gtf - file all_lncRNA_for_classifier_gtf from finalLncRNA_for_class_gtf - file lncRNA_cds from final_lncRNA_CPAT_result - file coding_gene_cds from final_coding_gene_CPAT_result - file lncRNA_class from lncRNA_classification - output: - file "basic_charac.txt" into statistic_result - - shell: - ''' - #!/usr/bin/perl -w - #since CPAT arbitrarily transforms gene names into upper case, we apply 'uc' function to keep the genenames' consistency. - use strict; - open OUT,">basic_charac.txt" or die; - - open FH,"all_lncRNA_for_classifier.gtf" or die; - - my %class; - my %g2t; - my %trans_len; - my %exon_num; - while(){ - chomp; - my @field=split "\t"; - $_=~/gene_id "(.+?)"/; - my $gid=$1; - $_=~/transcript_id "(.+?)"/; - my $tid=uc($1); - $class{$tid}=$field[1]; - $g2t{$tid}=$gid; - my $len=$field[4]-$field[3]; - $trans_len{$tid}=(exists $trans_len{$tid})?$trans_len{$tid}+$len:$len; - $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; - } - open FH,"protein_coding.final.gtf" or die; - - while(){ - chomp; - my @field=split "\t"; - $_=~/gene_id "(.+?)"/; - my $gid=uc($1); - $_=~/transcript_id "(.+?)"/; - my $tid=$1; - $class{$tid}="protein_coding"; - $g2t{$tid}=$gid; - my $len=$field[4]-$field[3]; - $trans_len{$tid}=(exists $trans_len{$tid})?$trans_len{$tid}+$len:$len; - $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; - } - - my %lin_class; - open IN,"lncRNA_classification.txt" or die; #change the file name - while(){ - chomp; - my @data = split /\\t/,$_; - $lin_class{$data[0]} = $data[1]; - } - open FH,"lncRNA.final.CPAT.out" or die; - - ; - - while(){ - chomp; - my @field=split "\t"; - my $tid=uc($field[0]); - my $class; - if (defined($lin_class{$tid})){ - $class = $lin_class{$tid}; - }else{ - $class = 'NA'; - } - print OUT $g2t{$tid}."\t".$tid."\t".$class{$tid}."\t".$field[5]."\t".$trans_len{$tid}."\t".$exon_num{$tid}."\t".$class."\n"; - } - - open FH,"protein_coding.final.CPAT.out" or die; - - ; - - while(){ - chomp; - my @field=split "\t"; - my $tid=uc($field[0]); - my $class; - if (defined($lin_class{$tid})){ - $class = $lin_class{$tid}; - }else{ - $class = 'protein_coding'; - } - print OUT $g2t{$tid}."\t".$tid."\t".$class{$tid}."\t".$field[5]."\t".$trans_len{$tid}."\t".$exon_num{$tid}."\t".$class."\n"; - } - - ''' -} - - - -//Keep the channel as constant variable to be used several times in quantification analysis - -//The following code is designed for use if the merged_gtf have already been generated previously. -if(!params.merged_gtf){ - /* -*Step 11: Quantification step (Kallisto/Htseq) -*/ - if(params.quant=="htseq"){ - process Run_htseq_for_quantification{ - tag { file_tag } - input: - set val(samplename),file(bamfile) from forHtseqMappedReads - file final_gtf from finalGTF_for_quantification_gtf - - output: - file "${file_tag_new}.htseq.count " into htseq_tcv_collection - - shell: - - file_tag = samplename - file_tag_new = file_tag - if(params.unstrand){ - ''' - sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts - htseq-count -t exon -i gene_id -s no -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count - rm !{samplename}.sam - ''' - }else { - ''' - sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts - htseq-count -t exon -i gene_id -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count - rm !{samplename}.sam - ''' - } - - - - } - }else{ - process Build_kallisto_index_of_GTF_for_quantification { - - input: - file transript_fasta from finalFasta_for_quantification_gtf - - output: - file "transcripts.idx" into final_kallisto_index - - shell: - ''' - #index kallisto reference - kallisto index -i transcripts.idx !{transript_fasta} - - ''' - } - constant_kallisto_index = final_kallisto_index.first() - process Run_kallisto_for_quantification { - - - tag { file_tag } - label 'para' - - input: - file kallistoIndex from constant_kallisto_index - set val(samplename), file(pair) from readPairs_for_kallisto - - output: - file "${file_tag_new}_abundance.tsv" into kallisto_tcv_collection - - shell: - file_tag = samplename - file_tag_new = file_tag - kallisto_threads = task.cpus - if (params.singleEnd) { - println print_purple("Quantification by kallisto in single end mode") - ''' - #quantification by kallisto in single end mode - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} --single -l 180 -s 20 !{pair} - mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv - ''' - - - } else { - println print_purple("quantification by kallisto in paired end mode") - ''' - #quantification by kallisto - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} !{pair[0]} !{pair[1]} - mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv - ''' - } - } - } - -}else{ - /* -*Step 11: Quantification step (Kallisto/Htseq) -*/ - if(params.quant=="htseq"){ - exit 0, print_red("htseq can not be applicable without mapping step, plz set quant tool using `kallisto`") - }else { - process Build_kallisto_index_of_GTF_for_quantification { - - - input: - file transript_fasta from finalFasta_for_quantification_gtf - - output: - file "transcripts.idx" into final_kallisto_index - - shell: - ''' - #index kallisto reference - kallisto index -i transcripts.idx !{transript_fasta} - - ''' - } - constant_kallisto_index = final_kallisto_index.first() - process Run_kallisto_for_quantification { - - - tag { file_tag } - label 'para' - - input: - file kallistoIndex from constant_kallisto_index - set val(samplename), file(pair) from readPairs_for_kallisto - file tempfiles from fastqc_for_waiting2 - output: - file "${file_tag_new}_abundance.tsv" into kallisto_tcv_collection - - shell: - file_tag = samplename - file_tag_new = file_tag - kallisto_threads = task.cpus - if (params.singleEnd) { - println print_purple("Quantification by kallisto in single end mode") - ''' - #quantification by kallisto in single end mode - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} --single -l 180 -s 20 !{pair} - mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv - - ''' - - - } else { - println print_purple("Quantification by kallisto in paired end mode") - ''' - #quantification by kallisto - kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{kallisto_threads} !{pair[0]} !{pair[1]} - mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv - ''' - } - } - } -} - - -/* -*Step 12: Generate count matrix for differential expression analysis -*/ - -if(params.quant=="htseq"){ - process Get_HTseq_matrix { - tag { file_tag } - publishDir pattern: "htseq*.txt", - path: "${params.out_folder}/Result/Quantification/", mode: 'copy' - input: - file abundance_tsv_matrix from htseq_tcv_collection.collect() - file annotated_gtf from finalGTF_for_annotate_gtf - output: - file "htseq.count.txt" into expression_matrixfile_count - - shell: - file_tag = "htseq" - ''' - perl !{baseDir}/bin/get_map_table.pl final_all.gtf > map.file - R CMD BATCH !{baseDir}/bin/get_htseq_matrix.R - ''' - } -}else{ - process Get_kallisto_matrix { - tag { file_tag } - publishDir pattern: "kallisto*.txt", - path: "${params.out_folder}/Result/Quantification/", mode: 'copy' - input: - file abundance_tsv_matrix from kallisto_tcv_collection.collect() - file annotated_gtf from finalGTF_for_annotate_gtf - output: - file "kallisto.count.txt" into expression_matrixfile_count - file "kallisto.tpm.txt" into expression_matrixfile_tpm - - shell: - file_tag = "Kallisto" - ''' - perl !{baseDir}/bin/get_map_table.pl --gtf_file=final_all.gtf > map.file - R CMD BATCH !{baseDir}/bin/get_kallisto_matrix.R - ''' - } -} - -/* -Step 13: Perform Differential Expression analysis and generate report - */ - -// Initialize parameter for lncPipeReporter -lncRep_Output = params.lncRep_Output -lncRep_theme = params.lncRep_theme -lncRep_cdf_percent = params.lncRep_cdf_percent -lncRep_max_lnc_len = params.lncRep_max_lnc_len -lncRep_min_expressed_sample = params.lncRep_min_expressed_sample -detools = params.detools -design=params.design -if(design!=null){ - design = file(params.design) - if (!design.exists()) exit 1, "Design file not found, plz check your design path: ${params.design}" - - if(!params.merged_gtf) { - process Run_LncPipeReporter { - tag { file_tag } - publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' - input: - //alignmet log - file design - file alignmetlogs from alignment_logs.collect() - //gtf statistics - file basic_charac from statistic_result - //Expression matrix - file kallisto_count_matrix from expression_matrixfile_count - - output: - file "*" into final_output - shell: - file_tag = "Generating report ..." - """ - Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" - """ - } - }else{ - process Run_LncPipeReporter { - tag { file_tag } - publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' - input: - //alignment log - file design - //gtf statistics - file basic_charac from statistic_result - //Expression matrix - file kallisto_count_matrix from expression_matrixfile_count - - output: - file "*" into final_output - shell: - file_tag = "Generating report ..." - """ - Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" - """ - } - } - -}else{ - if(!params.merged_gtf) { - process Run_LncPipeReporter_without_Design { - tag { file_tag } - publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' - input: - //alignmet log - file alignmetlogs from alignment_logs.collect() - //gtf statistics - file basic_charac from statistic_result - //Expression matrix - file kallisto_count_matrix from expression_matrixfile_count - - output: - file "*" into final_output - shell: - file_tag = "Generating report ..." - """ - Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" - """ - } - }else{ - process Run_LncPipeReporter_without_Design { - tag { file_tag } - publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' - input: - //alignment log - //gtf statistics - file basic_charac from statistic_result - //Expression matrix - file kallisto_count_matrix from expression_matrixfile_count - - output: - file "*" into final_output - shell: - file_tag = "Generating report ..." - """ - Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" - """ - } - } -} - - - -//pipeline log -if(workflow.success) { - workflow.onComplete { - - log.info print_green("LncPipe Pipeline Complete!") - - //email information - if (params.mail) { - recipient = params.mail - def subject = 'My LncPipe execution' - - ['mail', '-s', subject, recipient].execute() << - """ - - LncPipe execution summary - --------------------------- - Your command line: ${workflow.commandLine} - Completed at: ${workflow.complete} - Duration : ${workflow.duration} - Success : ${workflow.success} - workDir : ${workflow.workDir} - exit status : ${workflow.exitStatus} - Error report: ${workflow.errorReport ?: '-'} - - """ - } - - - } -} -workflow.onError { - println print_yellow("Oops... Pipeline execution stopped with the following message: ")+print_red(workflow.errorMessage) -} +#!/usr/bin/env nextflow + +/* + * LncPipe was implemented by Dr. Qi Zhao from Sun Yat-sen University Cancer Center, China. + * + * + * LncPipe is a free software; you can redistribute it and/or modify + * it under the terms of the GNU General Public License as published by + * the Free Software Foundation, either version 3 of the License, or + * (at your option) any later version. + * + * See the GNU General Public License for more details. + * + * + */ + +/* + * LncPipe: A nextflow-based lncRNA identification and analysis pipeline from RNA sequencing data + * + * Authors: + * Qi Zhao : design and implement the pipeline. + * Yu Sun : design and implement the analysis report sections. + * Zhixiang Zuo : design the project and perform the testing. + */ + + + +//pre-defined functions for render command +//======================================================================================= +ANSI_RESET = "\u001B[0m"; +ANSI_BLACK = "\u001B[30m"; +ANSI_RED = "\u001B[31m"; +ANSI_GREEN = "\u001B[32m"; +ANSI_YELLOW = "\u001B[33m"; +ANSI_BLUE = "\u001B[34m"; +ANSI_PURPLE = "\u001B[35m"; +ANSI_CYAN = "\u001B[36m"; +ANSI_WHITE = "\u001B[37m"; + + +def print_red = { str -> ANSI_RED + str + ANSI_RESET } +def print_black = { str -> ANSI_BLACK + str + ANSI_RESET } +def print_green = { str -> ANSI_GREEN + str + ANSI_RESET } +def print_yellow = { str -> ANSI_YELLOW + str + ANSI_RESET } +def print_blue = { str -> ANSI_BLUE + str + ANSI_RESET } +def print_cyan = { str -> ANSI_CYAN + str + ANSI_RESET } +def print_purple = { str -> ANSI_PURPLE + str + ANSI_RESET } +def print_white = { str -> ANSI_WHITE + str + ANSI_RESET } + +//Help information +// Nextflow version +version="v0.2.44" +//======================================================================================= +// Nextflow Version check +if( !nextflow.version.matches('0.30+') ) { + println print_yellow("This workflow requires Nextflow version 0.26 or greater -- You are running version ")+ print_red(nextflow.version) + exit 1 +} +//help information +params.help = null +if (params.help) { + log.info '' + log.info print_purple('------------------------------------------------------------------------') + log.info "LncPipe: a Nextflow-based Long non-coding RNA analysis Pipeline v$version" + log.info "LncPipe integrates several NGS processing tools to identify novel long non-coding RNAs from" + log.info "un-processed RNA sequencing data. To run this pipeline, users either need to install required tools manually" + log.info "or use the docker image for LncPipe that comes with all tools pre-installed. (note: docker needs to be installed on your system). More information on usage can be found at https://github.com/likelet/LncPipe ." + log.info "Bugs or new feature requests can be reported by opening issues in our github repository." + log.info print_purple('------------------------------------------------------------------------') + log.info '' + log.info print_yellow('Usage: ') + log.info print_yellow(' The typical command for running the pipeline is as follows (we do not recommend users passing configuration parameters through command line, please modify the config.file instead):\n') + + print_purple(' Nextflow run LncRNAanalysisPipe.nf \n') + + + print_yellow(' General arguments: Input and output setting\n') + + print_cyan(' --input_folder ') + print_green('Path to input data(optional), current path default\n') + + print_cyan(' --fastq_ext <*_fq.gz> ') + print_green('Filename pattern for pairing raw reads, e.g: *_{1,2}.fastq.gz for paired reads\n') + + print_cyan(' --out_folder ') + print_green('The output directory where the results will be saved(optional), current path is default\n') + + print_cyan(' --aligner ') + print_green('Aligner for reads mapping (optional),"hisat"(defalt)/"star"/"tophat"\n') + + print_cyan(' --qctools ') + print_green('Tools for assess reads quality, fastp(default)/afterqc/fastqc/none(skip QC step)\n') + + print_cyan(' --detools ') + print_green('Tools for differential analysis, edger(default)/deseq/noiseq\n') + + print_cyan(' --quant ') + print_green('Tools for estimating abundance of transcript, kallisto(default)/htseq\n') + + '\n' + + print_yellow(' Options: General options for run this pipeline\n') + + print_cyan(' --merged_gtf ') + print_green('Start analysis with assemblies already produced and skip fastqc/alignment step, DEFAOUL NULL\n') + + print_cyan(' --design ') + print_green('A flat file stored the experimental design information ( required when perform differential expression analysis)\n') + + print_cyan(' --singleEnd ') + print_green('Reads type, True for single ended \n') + + print_cyan(' --unstrand ') + print_green('RNA library construction strategy, specified for \'unstranded\' library \n') + + '\n' + + print_yellow(' References: If not specified in the configuration file or you wish to overwrite any of the references.\n') + + print_cyan(' --fasta ') + print_green('Path to Fasta reference(required)\n') + + print_cyan(' --gencode_annotation_gtf ') + print_green('An annotation file from GENCODE database in GTF format (required)\n') + + print_cyan(' --lncipedia_gtf ') + print_green('An annotation file from LNCipedia database in GTF format (required)\n') + + '\n' + + print_yellow(' LncPipeReporter Options: LncPipeReporter setting \n') + + print_cyan(' --lncRep_Output ') + print_green('Specify report file name, \"report.html\" default.\n') + + print_cyan(' --lncRep_theme ') + print_green('Plot theme setting in interactive plot, \"npg\" default.\n') + + print_cyan(' --lncRep_min_expressed_sample ') + print_green('Minimum expressed gene allowed in each sample, 50 default.\n') + + '\n' + + print_yellow(' Other options: Specify the email and \n') + + print_cyan(' --sam_processor ') + print_green('program to process samfile generated by hisat2 if aligner is hisat2. Default \"sambamba\". \n') + + print_cyan(' --mail ') + print_green('email info for reporting status of your LncPipe execution \n') + + + + + log.info '------------------------------------------------------------------------' + log.info print_yellow('Contact information: zhaoqi@sysucc.org.cn') + log.info print_yellow('Copyright (c) 2013-2017, Sun Yat-sen University Cancer Center.') + log.info '------------------------------------------------------------------------' + exit 0 +} + +//check parameters +/* +allowed_params = ["input_folder","fastq_ext","out_folder","aligner","qctools","detools","quant", + "merged_gtf","design","singleEnd","unstrand", + "fasta","gencode_annotation_gtf","lncipedia_gtf", + "lncRep_Output", "lncRep_theme","lncRep_min_expressed_sample", + "sam_processor","mail"] +params.each { entry -> + if (! allowed_params.contains(entry.key)) { + println("The parameter <${entry}.key> is not known"); + System.exit(2); + } +} +*/ + +//default values +params.input_folder = './' +params.out_folder = './' +params.multiqc_config = "$baseDir/assets/multiqc_config.yaml" // for generate qc and alignment result +params.merged_gtf = null// dose merged_gtf provided +singleEnd = params.singleEnd ? true : false +skip_combine = params.skip_combine ? true : false +unstrand = params.unstrand ? true : false +//Checking parameters +log.info print_purple("You are running LncPipe with the following parameters:") +log.info print_purple("Checking parameters ...") +log.info print_yellow("=====================================") +log.info print_yellow("Species: ") + print_green(params.species) +log.info print_yellow("Fastq file extension: ") + print_green(params.fastq_ext) +log.info print_yellow("Single end : ") + print_green(params.singleEnd) +log.info print_yellow("skip annotation process: ") + print_green(params.skip_combine) +log.info print_yellow("Input folder: ") + print_green(params.input_folder) +log.info print_yellow("Output folder: ") + print_green(params.out_folder) +log.info print_yellow("Genome sequence location: ") + print_green(params.fasta_ref) +log.info print_yellow("STAR index path: ") + print_green(params.star_index) +log.info print_yellow("HISAT2 index path: ") + print_green(params.hisat2_index) +log.info print_yellow("bowtie/tophat index path: ") + print_green(params.bowtie2_index) +log.info print_yellow("GENCODE annotation location: ") + print_green(params.gencode_annotation_gtf) +log.info print_yellow("lncipedia annotation location: ") + print_green(params.lncipedia_gtf) +log.info print_yellow("=====================================") +log.info "\n" + +// run information of system file +//automatic set optimize resource for analysis based on current system resources + + +// read file +fasta_ref = file(params.fasta_ref) +if (!fasta_ref.exists()) exit 1, "Reference genome not found: ${params.fasta_ref}" +if(params.aligner=='star'){ + star_index = file(params.star_index) + if (!star_index.exists()) exit 1, "STAR index not found: ${params.star_index}" +}else if(params.aligner =='hisat'){ + hisat2_index = Channel.fromPath("${params.hisat2_index}*") + .ifEmpty { exit 1, "HISAT2 index not found: ${params.hisat2_index}" } +}else if(params.aligner =='tophat'){ + bowtie2_index = Channel.fromPath("${params.bowtie2_index}*") + .ifEmpty { exit 1, "bowtie2 index for tophat not found: ${params.bowtie2_index}" } +} + +input_folder = file(params.input_folder) +multiqc_config = file(params.multiqc_config) + +/* +*Step 1: Prepare Annotations + */ + +println print_purple("Combining known annotations from GTFs") +if (params.species=="human") { + gencode_annotation_gtf = file(params.gencode_annotation_gtf) + if (!gencode_annotation_gtf.exists()) exit 1, "GENCODE annotation file not found: ${params.gencode_annotation_gtf}" + lncipedia_gtf = file(params.lncipedia_gtf) + if (!lncipedia_gtf.exists()) exit 1, "lncipedia annotation file not found: ${params.lncipedia_gtf}" +//Prepare annotations + annotation_channel = Channel.from(gencode_annotation_gtf, lncipedia_gtf) + annotation_channel.collectFile { file -> ['lncRNA.gtflist', file.name + '\n'] } + .set { LncRNA_gtflist } + process combine_public_annotation { + storeDir { params.out_folder + "/Combined_annotations" } + input: + file lncRNA_gtflistfile from LncRNA_gtflist + file gencode_annotation_gtf + file lncipedia_gtf + output: + file "gencode_protein_coding.gtf" into proteinCodingGTF, proteinCodingGTF_forClass + file "known.lncRNA.gtf" into KnownLncRNAgtf + file "*_mod.gtf" into mod_file_for_rename + + shell: + + + if(params.aligner=='hisat'){//fix the gtf format required by hisat + ''' + set -o pipefail + touch filenames.txt + + perl -lpe 's/ ([^"]\\S+) ;/ "$1" ;/g' !{gencode_annotation_gtf} > gencode_annotation_gtf_mod.gtf + perl -lpe 's/ ([^"]\\S+) ;/ "$1" ;/g' !{lncipedia_gtf} > lncipedia_mod.gtf + + echo gencode_annotation_gtf_mod.gtf >>filenames.txt + echo lncipedia_mod.gtf >>filenames.txt + + + stringtie --merge -o merged_lncRNA.gtf filenames.txt + cat gencode_annotation_gtf_mod.gtf |grep "protein_coding" > gencode_protein_coding.gtf + gffcompare -r gencode_protein_coding.gtf -p !{task.cpus} merged_lncRNA.gtf + awk '$3 =="u"||$3=="x"{print $5}' gffcmp.merged_lncRNA.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA.gtf - > merged.filter.gtf + mv merged.filter.gtf known.lncRNA.gtf + + ''' + }else { + + ''' + set -o pipefail + + cuffmerge -o merged_lncRNA !{lncRNA_gtflistfile} + cat !{gencode_annotation_gtf} |grep "protein_coding" > gencode_protein_coding.gtf + cuffcompare -o merged_lncRNA -r gencode_protein_coding.gtf -p !{task.cpus} merged_lncRNA/merged.gtf + awk '$3 =="u"||$3=="x"{print $5}' merged_lncRNA/merged_lncRNA.merged.gtf.tmap |sort|uniq|perl !{baseDir}/bin/extract_gtf_by_name.pl merged_lncRNA/merged.gtf - > merged.filter.gtf + mv merged.filter.gtf known.lncRNA.gtf + + ''' + } + } +} +else {// for mouse or other species, user should provide known_protein_coding and known_lncRNA GTF file for analysis + + KnownLncRNAgtf=file(params.known_lncRNA_gtf) + if (!KnownLncRNAgtf.exists()) exit 1, print_red("In non-human mode, known lncRNA GTF annotation file not found: ${params.known_lncRNA_gtf}") + known_coding_gtf=file(params.known_coding_gtf) + if (!known_coding_gtf.exists()) exit 1, print_red("In non-human mode, known protein coding GTF annotation file not found: ${params.known_coding_gtf}") + gencode_annotation_gtf = file(params.gencode_annotation_gtf) + if (!gencode_annotation_gtf.exists()) exit 1, print_red("GENCODE annotation file not found: ${params.gencode_annotation_gtf}") + gencode_annotation_gtf.into{proteinCodingGTF; proteinCodingGTF_forClass} + knownLncRNAgtf.set{knownLncRNAgtf} + +} + + +// whether the merged gtf have already produced. +if (!params.merged_gtf) { + /* + * Step 2: Build read aligner (STAR/tophat/HISAT2) index, if not provided + */ + //star_index if not exist + /*if (params.aligner == 'star' && params.star_index == false && fasta_ref) { + process Make_STARindex { + tag fasta_ref + + storeDir { params.out_folder + "/STARIndex" } + + input: + file fasta_ref from fasta_ref + file gencode_annotation_gtf + + output: + file "star_index" into star_index + + shell: + star_threads = ava_cpu- 1 + """ + mkdir star_index + STAR \ + --runMode genomeGenerate \ + --runThreadN ${star_threads} \ + --sjdbGTFfile $gencode_annotation_gtf \ + --sjdbOverhang 149 \ + --genomeDir star_index/ \ + --genomeFastaFiles $fasta_ref + """ + } + } else if (params.aligner == 'star' && params.star_index == false && !fasta_ref) { + println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") + + } else if (params.aligner == 'tophat' && params.bowtie2_index == false && !fasta_ref) { + process Make_bowtie2_index { + + tag fasta_ref + storeDir { params.out_folder + "/bowtie2Index" } + + input: + file fasta_ref from fasta_ref + + output: + file "genome_bt2.*" into bowtie2_index + + shell: + """ + bowtie2-build !{fasta_ref} genome_bt2 + """ + } + } else if (params.aligner == 'tophat' && !fasta_ref) { + println print_red("No reference fasta equence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") + } else if (params.aligner == 'hisat' && !fasta_ref) { + process Make_hisat_index { + + tag fasta_ref + + storeDir { params.out_folder + "/hisatIndex" } + + input: + file fasta_ref from fasta_ref + file gencode_annotation_gtf + + output: + file "genome_ht2.*" into hisat2_index + + shell: + hisat2_index_threads = ava_cpu- 1 + """ + #for human genome it will take more than 160GB memory and take really long time (6 more hours), thus we recommand to down pre-build genome from hisat website + extract_splice_sites.py !{gencode_annotation_gtf} >genome_ht2.ss + extract_exons.py !{gencode_annotation_gtf} > genome_ht2.exon + hisat2-build -p !{hisat2_index_threads} --ss genome_ht2.ss --exo genome_ht2.exon !{fasta_ref} genome_ht2 + """ + } + } else if (params.aligner == 'tophat' && params.hisat_index == false && !fasta_ref) { + println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") + }*/ + + println print_purple("Analysis from fastq file") + //Match the pairs on two channels + + reads = params.input_folder + params.fastq_ext + + /* + * Step 3: QC (FastQC/AfterQC/Fastp) of raw reads + */ + println print_purple("Perform quality control of raw fastq files ") + if (params.qctools == 'fastqc') { + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Cannot find any reads matching: ${reads}\nNB: Path needs to be enclosed in quotes!\n") + } + .into { reads_for_fastqc; readPairs_for_discovery;readPairs_for_kallisto} + process Run_fastQC { + tag { fastq_tag } + label 'qc' + + publishDir pattern: "*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "*.html" into fastqc_for_waiting + shell: + fastq_tag = samplename + ''' + fastqc -t !{task.cpus} !{fastq_file[0]} !{fastq_file[1]} + ''' + } + } + else if (params.qctools == 'afterqc'){ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + }.set { reads_for_fastqc} + process Run_afterQC { + + tag { fastq_tag } + label 'qc' + publishDir pattern: "QC/*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "QC/*.html" into fastqc_for_waiting + set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto + shell: + fastq_tag = samplename + if (params.singleEnd) { + ''' + after.py -z -1 !{fastq_file[0]} -g ./ + ''' + } else { + ''' + after.py -z -1 !{fastq_file[0]} -2 !{fastq_file[1]} -g ./ + ''' + } + } + } + else if (params.qctools == 'fastp'){ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + } + .set { reads_for_fastqc} + process Run_FastP { + + tag { fastq_tag } + label 'qc' + + publishDir pattern: "*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "*.html" into fastqc_for_waiting + set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto + shell: + fastq_tag = samplename + if (params.singleEnd) { + ''' + fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html + + ''' + } else { + ''' + fastp -i !{fastq_file[0]} -I !{fastq_file[1]} -o !{samplename}_1.qc.fq.gz -O !{samplename}_2.qc.fq.gz -h !{samplename}_fastp.html + ''' + } + } + }else{ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + } + .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} + } + fastqc_for_waiting = fastqc_for_waiting.first() + + /* + * Step 4: Initialize read alignment (STAR/HISAT2/tophat) + */ + if (params.aligner == 'star') { + process fastq_star_alignment_For_discovery { + + tag { file_tag } + + publishDir pattern: "", + path: { params.out_folder + "/Result/Star_alignment" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(pair) from readPairs_for_discovery + file tempfiles from fastqc_for_waiting // just for waiting + file fasta_ref + file star_index + + output: + set val(file_tag_new), file("${file_tag_new}Aligned.sortedByCoord.out.bam") into mappedReads,forHtseqMappedReads + file "${file_tag_new}Log.final.out" into alignment_logs + shell: + println print_purple("Start mapping with STAR aligner " + samplename) + file_tag = samplename + file_tag_new = file_tag + + if (params.singleEnd) { + println print_purple("Initial reads mapping of " + samplename + " performed by STAR in single-end mode") + """ + STAR --runThreadN !{task.cpus} \ + --twopassMode Basic \ + --genomeDir !{star_index} \ + --readFilesIn !{pair} \ + --readFilesCommand zcat \ + --outSAMtype BAM SortedByCoordinate \ + --chimSegmentMin 20 \ + --outFilterIntronMotifs RemoveNoncanonical \ + --outFilterMultimapNmax 20 \ + --alignIntronMin 20 \ + --alignIntronMax 1000000 \ + --alignMatesGapMax 1000000 \ + --outFilterType BySJout \ + --alignSJoverhangMin 8 \ + --alignSJDBoverhangMin 1 \ + --outFileNamePrefix !{file_tag_new} + """ + } else { + println print_purple("Initial reads mapping of " + samplename + " performed by STAR in paired-end mode") + ''' + STAR --runThreadN !{task.cpus} \ + --twopassMode Basic --genomeDir !{star_index} \ + --readFilesIn !{pair[0]} !{pair[1]} \ + --readFilesCommand zcat \ + --outSAMtype BAM SortedByCoordinate \ + --chimSegmentMin 20 \ + --outFilterIntronMotifs RemoveNoncanonical \ + --outFilterMultimapNmax 20 \ + --alignIntronMin 20 \ + --alignIntronMax 1000000 \ + --alignMatesGapMax 1000000 \ + --outFilterType BySJout \ + --alignSJoverhangMin 8 \ + --alignSJDBoverhangMin 1 \ + --outFileNamePrefix !{file_tag_new} + ''' + } + } + } + else if (params.aligner == 'tophat') + { + process fastq_tophat_alignment_For_discovery { + + tag { file_tag } + + publishDir pattern: "", + path: { params.out_folder + "/Result/tophat_alignment" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(pair) from readPairs_for_discovery + file tempfiles from fastqc_for_waiting // just for waiting + file fasta_ref + file bowtie2_index from bowtie2_index.collect() + file gtf from gencode_annotation_gtf + + output: + set val(samplename),file("${file_tag_new}_thout/accepted.bam") into mappedReads,forHtseqMappedReads + file "${file_tag_new}_thout/Alignment_summary.txt" into alignment_logs + //align_summary.txt as log file + shell: + println print_purple("Start mapping with tophat2 aligner " + samplename) + file_tag = samplename + file_tag_new = file_tag + index_base = bowtie2_index[0].toString() - ~/.\d.bt2/ + strand_str="fr-firststrand" + if(unstrand){ + strand_str="fr-unstranded" + } + if (params.singleEnd) { + println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in single-end mode") + ''' + tophat -p !{task.cpus} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair} + + ''' + } else { + println print_purple("Initial reads mapping of " + samplename + " performed by Tophat in paired-end mode") + ''' + tophat -p !{task.cpus} -G !{gtf} -–no-novel-juncs -o !{samplename}_thout --library-type !{strand_str} !{index_base} !{pair[0]} !{pair[1]} + ''' + } + } + } + else if (params.aligner == 'hisat') { + process fastq_hisat2_alignment_For_discovery { + + tag { file_tag } + label 'para' + publishDir pattern: "", + path: { params.out_folder + "/Result/hisat_alignment" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(pair) from readPairs_for_discovery + file tempfiles from fastqc_for_waiting // just for waiting + file fasta_ref + file hisat2_id from hisat2_index.collect() + + output: + set val(file_tag_new),file("${file_tag_new}.sort.bam") into hisat_mappedReads,forHtseqMappedReads + file "${file_tag_new}.hisat2_summary.txt" into alignment_logs + //align_summary.txt as log file + shell: + println print_purple("Start mapping with hisat2 aligner " + samplename) + file_tag = samplename + file_tag_new = file_tag + index_base = hisat2_id[0].toString() - ~/.\d.ht2/ + + if(unstrand){ + if (params.singleEnd) { + println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in single-end mode") + ''' + mkdir tmp + hisat2 -p !{task.cpus} --dta -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt + sambamba view -S -f bam -t !{task.cpus} !{file_tag_new}.sam -o temp.bam + sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{task.cpus} temp.bam + rm !{file_tag_new}.sam + rm temp.bam + + ''' + } else { + println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") + ''' + mkdir tmp + hisat2 -p !{task.cpus} --dta -x !{index_base} -1 !{pair[0]} -2 !{pair[1]} -S !{file_tag_new}.sam 2> !{file_tag_new}.hisat2_summary.txt + sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam + sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{task.cpus} temp.bam + rm !{file_tag_new}.sam + ''' + } + }else { + if (params.singleEnd) { + println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in single-end mode") + ''' + mkdir tmp + hisat2 -p !{task.cpus} --dta --rna-strandness !{params.hisat_strand} -x !{index_base} -U !{pair} -S !{file_tag_new}.sam 2>!{file_tag_new}.hisat2_summary.txt + sambamba view -S -f bam -t !{hisat2_threads} !{file_tag_new}.sam -o temp.bam + sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{hisat2_threads} temp.bam + rm !{file_tag_new}.sam + rm temp.bam + + ''' + } else { + println print_purple("Initial reads mapping of " + samplename + " performed by hisat2 in paired-end mode") + ''' + mkdir tmp + hisat2 -p !{task.cpus} --dta --rna-strandness !{params.hisat_strand} -x !{index_base} -1 !{pair[0]} -2 !{pair[1]} -S !{file_tag_new}.sam 2> !{file_tag_new}.hisat2_summary.txt + sambamba view -S -f bam -t !{task.cpus} !{file_tag_new}.sam -o temp.bam + sambamba sort -o !{file_tag_new}.sort.bam --tmpdir ./tmp -t !{task.cpus} temp.bam + rm !{file_tag_new}.sam + ''' + } + } + } + } + + /* + * Step 5: Transcript assembly using Stringtie + */ + if(params.aligner == 'hisat'){ + process StringTie_assembly { + + tag { file_tag } + + input: + set val(samplename),file(alignment_bam) from hisat_mappedReads + file fasta_ref + file gencode_annotation_gtf + + output: + + file "stringtie_${file_tag_new}_transcripts.gtf" into stringTieoutgtf, StringTieOutGtf_fn + + shell: + file_tag = samplename + file_tag_new = file_tag + + if(unstrand){ + ''' + #run stringtie + stringtie -p !{task.cpus} -G !{gencode_annotation_gtf} -l stringtie_!{file_tag_new} -o stringtie_!{file_tag_new}_transcripts.gtf !{alignment_bam} + ''' + }else{ + ''' + #run stringtie + stringtie -p !{task.cpus} -G !{gencode_annotation_gtf} --rf -l stringtie_!{file_tag_new} -o stringtie_!{file_tag_new}_transcripts.gtf !{alignment_bam} + ''' + } + + } +// Create a file 'gtf_filenames' containing the filenames of each post processes cufflinks gtf + stringTieoutgtf.collectFile { file -> ['gtf_filenames.txt', file.name + '\n'] } + .set { GTFfilenames } + /* + * Step 6: Merged GTFs into one + */ + process StringTie_merge_assembled_gtf { + + tag { file_tag } + label 'para' + publishDir pattern: "merged.gtf", + path: { params.out_folder + "/Result/Merged_assemblies" }, mode: 'copy', overwrite: true + + input: + file gtf_filenames from GTFfilenames + file cufflinksgtf_file from StringTieOutGtf_fn.toList() // not used but just send the file in current running folder + file fasta_ref + + + output: + file "merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential + shell: + + + ''' + stringtie --merge -p !{task.cpus} -o merged.gtf !{gtf_filenames} + + + ''' + } + } + else{ + process Cufflinks_assembly { + + tag { file_tag } + + input: + set val(file_tag), file(alignment_bam) from mappedReads + file fasta_ref + file gencode_annotation_gtf + + output: + + file "Cufout_${file_tag_new}_transcripts.gtf" into cuflinksoutgtf, cuflinksoutgtf_fn + + shell: + file_tag_new = file_tag + strand_str="fr-firststrand" + if(unstrand){ + strand_str="fr-unstranded" + } + if (params.aligner == 'tophat') { + ''' + #run cufflinks + + cufflinks -g !{gencode_annotation_gtf} \ + -b !{fasta_ref} \ + --library-type !{strand_str}\ + --max-multiread-fraction 0.25 \ + --3-overhang-tolerance 2000 \ + -o Cufout_!{file_tag_new} \ + -p !{task.cpus} !{alignment_bam} + + mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf + ''' + + } else if (params.aligner == 'star') { + ''' + #run cufflinks + + cufflinks -g !{gencode_annotation_gtf} \ + -b !{fasta_ref} \ + --library-type !{strand_str} \ + --max-multiread-fraction 0.25 \ + --3-overhang-tolerance 2000 \ + -o Cufout_!{file_tag_new} \ + -p !{task.cpus} !{alignment_bam} + + mv Cufout_!{file_tag_new}/transcripts.gtf Cufout_!{file_tag_new}_transcripts.gtf + ''' + + } + + + } + +// Create a file 'gtf_filenames' containing the filenames of each post processes cufflinks gtf + + cuflinksoutgtf.collectFile { file -> ['gtf_filenames.txt', file.name + '\n'] } + .set { GTFfilenames } + + /* + * Step 6: Merged GTFs into one + */ + process cuffmerge_assembled_gtf { + + tag { file_tag } + label 'para' + publishDir pattern: "CUFFMERGE/merged.gtf", + path: { params.out_folder + "/Result/All_assemblies" }, mode: 'copy', overwrite: true + + input: + file gtf_filenames from GTFfilenames + file cufflinksgtf_file from cuflinksoutgtf_fn.toList() // not used but just send the file in current running folder + + file fasta_ref + + + output: + file "CUFFMERGE/merged.gtf" into mergeTranscripts_forCompare, mergeTranscripts_forExtract, mergeTranscripts_forCodeingProtential + shell: + + ''' + mkdir CUFFMERGE + cuffmerge -o CUFFMERGE \ + -s !{fasta_ref} \ + -p !{task.cpus} \ + !{gtf_filenames} + + ''' + } + } + + +} +else { + println print_yellow("Raw reads quality check step was skipped due to provided ") + print_green("--merged_gtf") + print_yellow(" option\n") + println print_yellow("Reads mapping step was skipped due to provided ") + print_green("--merged_gtf") + print_yellow(" option\n") + + merged_gtf = file(params.merged_gtf) + Channel.fromPath(merged_gtf) + .ifEmpty { exit 1, "Cannot find merged gtf : ${merged_gtf}" } + .into { + mergeTranscripts_forCompare; mergeTranscripts_forExtract; mergeTranscripts_forCodeingProtential + } + + // add fastq when do quantification + reads = params.input_folder + params.fastq_ext + if (params.qctools == 'fastqc') { + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Fastq file not found, plz check your file path : ${reads}\n") + } + .into { reads_for_fastqc; readPairs_for_discovery;readPairs_for_kallisto} + process Run_fastQC { + tag { fastq_tag } + label 'qc' + + publishDir pattern: "*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "*.html" into fastqc_for_waiting + shell: + fastq_tag = samplename + ''' + fastqc -t !{task.cpus} !{fastq_file[0]} !{fastq_file[1]} + ''' + } + } + else if (params.qctools == 'afterqc'){ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + } + .set { reads_for_fastqc} + process Run_afterQC { + + tag { fastq_tag } + label 'qc' + + publishDir pattern: "QC/*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "QC/*.html" into fastqc_for_waiting + set val(fastq_tag), file('*.good.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto + shell: + fastq_tag = samplename + if (params.singleEnd) { + ''' + after.py -z -1 !{fastq_file[0]} -g ./ + ''' + } else { + ''' + after.py -z -1 !{fastq_file[0]} -2 !{fastq_file[1]} -g ./ + ''' + } + } + } + else if (params.qctools == 'fastp'){ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + } + .set { reads_for_fastqc} + process Run_FastP { + + tag { fastq_tag } + label 'qc' + + publishDir pattern: "*.html", + path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + + input: + set val(samplename), file(fastq_file) from reads_for_fastqc + + output: + file "*.html" into fastqc_for_waiting + set val(fastq_tag), file('*qc.fq.gz') into readPairs_for_discovery,readPairs_for_kallisto + shell: + fastq_tag = samplename + if (params.singleEnd) { + ''' + fastp -i !{fastq_file[0]} -o !{samplename}.qc.gz -h !{samplename}_fastp.html + + ''' + } else { + ''' + fastp -i !{fastq_file[0]} -I !{fastq_file[1]} -o !{samplename}_1.qc.fq.gz -O !{samplename}_2.qc.fq.gz -h !{samplename}_fastp.html + ''' + } + } + } + else{ + Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) + .ifEmpty { + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + } + .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} + } + fastqc_for_waiting2 = fastqc_for_waiting.first() + +} + +/* +*Step 7: Compare assembled gtf with known annotations (GENCODE) +*/ +process Merge_assembled_gtf_with_GENCODE { + + tag { file_tag } + input: + file mergeGtfFile from mergeTranscripts_forCompare + file gencode_annotation_gtf + + output: + file "merged_lncRNA.merged.gtf.tmap" into comparedGTF_tmap + shell: + + ''' + #!/bin/sh + gffcompare -r !{gencode_annotation_gtf} -p !{task.cpus} !{mergeGtfFile} -o merged_lncRNA + ''' +} + + + +/* +*Step 8: Filter GTFs to distinguish novel lncRNAs +*/ +process Identify_novel_lncRNA_with_criterions { + + input: + file comparedTmap from comparedGTF_tmap + file fasta_ref + file mergedGTF from mergeTranscripts_forExtract + + output: + file "novel.gtf.tmap" into noveltmap + file "novel.longRNA.fa" into novelLncRnaFasta + file "novel.longRNA.exoncount.txt" into novelLncRnaExonCount + + shell: + ''' + # filtering novel lncRNA based on cuffmerged trascripts + set -o pipefail + awk '$3 =="x"||$3=="u"||$3=="i"{print $0}' !{comparedTmap} > novel.gtf.tmap + # excluding length smaller than 200 nt + awk '$10 >200{print}' novel.gtf.tmap > novel.longRNA.gtf.tmap + # extract gtf + awk '{print $5}' novel.longRNA.gtf.tmap |perl !{baseDir}/bin/extract_gtf_by_name.pl !{mergedGTF} - >novel.longRNA.gtf + awk '{if($3=="exon"){print $0}}' novel.longRNA.gtf > novel.longRNA.format.gtf + perl !{baseDir}/bin/get_exoncount.pl novel.longRNA.format.gtf > novel.longRNA.exoncount.txt + # gtf2gff3 + #check whether required + # get fasta from gtf + gffread novel.longRNA.gtf -g !{fasta_ref} -w novel.longRNA.fa -W + ''' +} + +/* +*Step 9: Predict coding potential abilities using CPAT and PLEK (CNCI functionality coming soon!) +*/ +novelLncRnaFasta.into { novelLncRnaFasta_for_PLEK; novelLncRnaFasta_for_CPAT; } + +process Predict_coding_abilities_by_PLEK { + + // as PLEK can not return valid exit status even run smoothly, we manually set the exit status into 0 to promote analysis + validExitStatus 0, 1, 2 + input: + file novel_lncRNA_fasta from novelLncRnaFasta_for_PLEK + output: + file "novel.longRNA.PLEK.out" into novel_longRNA_PLEK_result + shell: + ''' + PLEK.py -fasta !{novel_lncRNA_fasta} \ + -out novel.longRNA.PLEK.out \ + -thread !{task.cpus} + exit 0 + ''' + +} +process Predict_coding_abilities_by_CPAT { + input: + file novel_lncRNA_fasta from novelLncRnaFasta_for_CPAT + output: + file "novel.longRNA.CPAT.out" into novel_longRNA_CPAT_result + shell: + if(params.species=="human"){ + ''' + cpat.py -g !{novel_lncRNA_fasta} \ + -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ + -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -o novel.longRNA.CPAT.out + ''' + }else if (params.species=="mouse"){ + ''' + cpat.py -g !{novel_lncRNA_fasta} \ + -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ + -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ + -o novel.longRNA.CPAT.out + ''' + + }else if (params.species=="zebrafish"){ + ''' + cpat.py -g !{novel_lncRNA_fasta} \ + -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ + -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ + -o novel.longRNA.CPAT.out + ''' + }else { + ''' + cpat.py -g !{novel_lncRNA_fasta} \ + -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ + -d !{params.cpatpath}/dat/fly_logitModel.RData \ + -o novel.longRNA.CPAT.out + ''' + } + +} + + +/* +*Step 9: Merged and filter lncRNAs based on coding potential (CPAT/PLEK) +*/ +process Filter_lncRNA_by_coding_potential_result { + input: + file novel_longRNA_PLEK_ from novel_longRNA_PLEK_result + file novel_longRNA_CPAT_ from novel_longRNA_CPAT_result + file longRNA_novel_exoncount from novelLncRnaExonCount + file cuffmergegtf from mergeTranscripts_forCodeingProtential + file gencode_annotation_gtf + file fasta_ref + + output: + file "novel.longRNA.stringent.gtf" into Novel_longRNA_stringent_gtf // not used + file "novel.lncRNA.stringent.gtf" into novel_lncRNA_stringent_gtf + file "novel.TUCP.stringent.gtf" into novel_TUCP_stringent_gtf // not used + + shell: + ''' + set -o pipefail + #merged transcripts + perl !{baseDir}/bin/integrate_novel_transcripts.pl > novel.longRNA.txt + awk '$4 >1{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.longRNA.stringent.gtf + # retain lncRNA only by coding ability + awk '$4 >1&&$5=="lncRNA"{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.lncRNA.stringent.gtf + awk '$4 >1&&$5=="TUCP"{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.TUCP.stringent.gtf + ''' +} + +/* +*Step 10: Further filtered lncRNAs with known criterion +*/ +process Summary_renaming_and_classification { + publishDir "${params.out_folder}/Result/Identified_lncRNA", mode: 'copy' + + + input: + file knowlncRNAgtf from KnownLncRNAgtf + file gencode_protein_coding_gtf from proteinCodingGTF + file novel_lncRNA_stringent_Gtf from novel_lncRNA_stringent_gtf + file fasta_ref + file mod_file_for_rename + + output: +// file "lncRNA.final.v2.gtf" into finalLncRNA_gtf +// file "lncRNA.final.v2.map" into finalLncRNA_map + file "protein_coding.final.gtf" into final_protein_coding_gtf + file "all_lncRNA_for_classifier.gtf" into finalLncRNA_for_class_gtf + file "final_all.gtf" into finalGTF_for_quantification_gtf, finalGTF_for_annotate_gtf + file "final_all.fa" into finalFasta_for_quantification_gtf + file "protein_coding.fa" into final_coding_gene_for_CPAT_fa + file "lncRNA.fa" into final_lncRNA_for_CPAT_fa + file "lncRNA_classification.txt" into lncRNA_classification + file "lncRNA.mapping.file" into rename_mapping_file + //file "lncRNA.final.CPAT.out" into lncRNA_CPAT_statistic + //file "protein_coding.final.CPAT.out" into protein_coding_CPAT_statistic + + shell: + + + if(params.species=="human"){ + ''' + set -o pipefail + gffcompare -G -o filter \ + -r !{knowlncRNAgtf} \ + -p !{task.cpus} !{novel_lncRNA_stringent_Gtf} + awk '$3 =="u"||$3=="x"{print $5}' filter.novel.lncRNA.stringent.gtf.tmap |sort|uniq| \ + perl !{baseDir}/bin/extract_gtf_by_name.pl !{novel_lncRNA_stringent_Gtf} - > novel.lncRNA.stringent.filter.gtf + + #rename lncRNAs according to neighbouring protein coding genes + awk '$3 =="gene"{print }' !{gencode_protein_coding_gtf} | perl -F'\\t' -lane '$F[8]=~/gene_id "(.*?)";/ && print join qq{\\t},@F[0,3,4],$1,@F[5,6,1,2,7,8,9]' - | \ + sort-bed - > gencode.protein_coding.gene.bed + gtf2bed < novel.lncRNA.stringent.filter.gtf |sort-bed - > novel.lncRNA.stringent.filter.bed + gtf2bed < !{knowlncRNAgtf} |sort-bed - > known.lncRNA.bed + + perl !{baseDir}/bin/rename_lncRNA_2.pl gencode_annotation_gtf_mod.gtf lncipedia_mod.gtf + # mv lncRNA.final.v2.gtf all_lncRNA_for_classifier.gtf + grep -v NA-1-1 lncRNA.final.v2.gtf > all_lncRNA_for_classifier.gtf + perl !{baseDir}/bin/rename_proteincoding.pl !{gencode_protein_coding_gtf}> protein_coding.final.gtf + cat all_lncRNA_for_classifier.gtf protein_coding.final.gtf > final_all.gtf + gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W + gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W + gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W + #classification + perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt + + + ''' + }else{ + ''' + set -o pipefail + gffcompare -G -o filter \ + -r !{knowlncRNAgtf} \ + -p !{task.cpus} !{novel_lncRNA_stringent_Gtf} + awk '$3 =="u"||$3=="x"{print $5}' filter.novel.lncRNA.stringent.gtf.tmap |sort|uniq| \ + perl !{baseDir}/bin/extract_gtf_by_name.pl !{novel_lncRNA_stringent_Gtf} - > novel.lncRNA.stringent.filter.gtf + + #rename lncRNAs according to neighbouring protein coding genes + awk '$3 =="gene"{print }' !{gencode_protein_coding_gtf} | perl -F'\\t' -lane '$F[8]=~/gene_id "(.*?)";/ && print join qq{\\t},@F[0,3,4],$1,@F[5,6,1,2,7,8,9]' - | \ + sort-bed - > gencode.protein_coding.gene.bed + gtf2bed < novel.lncRNA.stringent.filter.gtf |sort-bed - > novel.lncRNA.stringent.filter.bed + gtf2bed < !{knowlncRNAgtf} |sort-bed - > known.lncRNA.bed + perl !{baseDir}/bin/rename_lncRNA_2.pl non_human_mod.gtf + # mv lncRNA.final.v2.gtf all_lncRNA_for_classifier.gtf + grep -v NA-1-1 lncRNA.final.v2.gtf > all_lncRNA_for_classifier.gtf + perl !{baseDir}/bin/rename_proteincoding.pl !{gencode_protein_coding_gtf}> protein_coding.final.gtf + cat all_lncRNA_for_classifier.gtf protein_coding.final.gtf > final_all.gtf + gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W + gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W + gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W + #classification + perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt + + + ''' + } + +} + +/* +*Step 11: Rerun CPAT to evaluate the results +*/ +//evaluate lncRNA +process Rerun_CPAT_to_evaluate_lncRNA { + input: + file lncRNA_final_cpat_fasta from final_lncRNA_for_CPAT_fa + output: + file "lncRNA.final.CPAT.out" into final_lncRNA_CPAT_result + shell: + + if(params.species=="human"){ + ''' + cpat.py -g !{lncRNA_final_cpat_fasta} \ + -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ + -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -o lncRNA.final.CPAT.out + ''' + }else if (params.species=="mouse"){ + ''' + cpat.py -g !{lncRNA_final_cpat_fasta} \ + -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ + -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ + -o lncRNA.final.CPAT.out + ''' + + }else if (params.species=="zebrafish"){ + ''' + cpat.py -g !{lncRNA_final_cpat_fasta} \ + -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ + -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ + -o lncRNA.final.CPAT.out + ''' + }else { + ''' + cpat.py -g !{lncRNA_final_cpat_fasta} \ + -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ + -d !{params.cpatpath}/dat/fly_logitModel.RData \ + -o lncRNA.final.CPAT.out + ''' + } +} +//evaluate coding +process Rerun_CPAT_to_evaluate_coding { + input: + file final_coding_gene_for_CPAT from final_coding_gene_for_CPAT_fa + output: + file "protein_coding.final.CPAT.out" into final_coding_gene_CPAT_result + shell: + ''' + cpat.py -g !{final_coding_gene_for_CPAT} \ + -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ + -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -o protein_coding.final.CPAT.out + ''' +} +//summary result +process Secondary_basic_statistic { + + input: + file protein_coding_final_gtf from final_protein_coding_gtf + file all_lncRNA_for_classifier_gtf from finalLncRNA_for_class_gtf + file lncRNA_cds from final_lncRNA_CPAT_result + file coding_gene_cds from final_coding_gene_CPAT_result + file lncRNA_class from lncRNA_classification + output: + file "basic_charac.txt" into statistic_result + + shell: + ''' + #!/usr/bin/perl -w + #since CPAT arbitrarily transforms gene names into upper case, we apply 'uc' function to keep the genenames' consistency. + use strict; + open OUT,">basic_charac.txt" or die; + + open FH,"all_lncRNA_for_classifier.gtf" or die; + + my %class; + my %g2t; + my %trans_len; + my %exon_num; + while(){ + chomp; + my @field=split "\t"; + $_=~/gene_id "(.+?)"/; + my $gid=$1; + $_=~/transcript_id "(.+?)"/; + my $tid=uc($1); + $class{$tid}=$field[1]; + $g2t{$tid}=$gid; + my $len=$field[4]-$field[3]; + $trans_len{$tid}=(exists $trans_len{$tid})?$trans_len{$tid}+$len:$len; + $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; + } + open FH,"protein_coding.final.gtf" or die; + + while(){ + chomp; + my @field=split "\t"; + $_=~/gene_id "(.+?)"/; + my $gid=uc($1); + $_=~/transcript_id "(.+?)"/; + my $tid=$1; + $class{$tid}="protein_coding"; + $g2t{$tid}=$gid; + my $len=$field[4]-$field[3]; + $trans_len{$tid}=(exists $trans_len{$tid})?$trans_len{$tid}+$len:$len; + $exon_num{$tid}=(exists $exon_num{$tid})?$exon_num{$tid}+1:1; + } + + my %lin_class; + open IN,"lncRNA_classification.txt" or die; #change the file name + while(){ + chomp; + my @data = split /\\t/,$_; + $lin_class{$data[0]} = $data[1]; + } + open FH,"lncRNA.final.CPAT.out" or die; + + ; + + while(){ + chomp; + my @field=split "\t"; + my $tid=uc($field[0]); + my $class; + if (defined($lin_class{$tid})){ + $class = $lin_class{$tid}; + }else{ + $class = 'NA'; + } + print OUT $g2t{$tid}."\t".$tid."\t".$class{$tid}."\t".$field[5]."\t".$trans_len{$tid}."\t".$exon_num{$tid}."\t".$class."\n"; + } + + open FH,"protein_coding.final.CPAT.out" or die; + + ; + + while(){ + chomp; + my @field=split "\t"; + my $tid=uc($field[0]); + my $class; + if (defined($lin_class{$tid})){ + $class = $lin_class{$tid}; + }else{ + $class = 'protein_coding'; + } + print OUT $g2t{$tid}."\t".$tid."\t".$class{$tid}."\t".$field[5]."\t".$trans_len{$tid}."\t".$exon_num{$tid}."\t".$class."\n"; + } + + ''' +} + + + +//Keep the channel as constant variable to be used several times in quantification analysis + +//The following code is designed for use if the merged_gtf have already been generated previously. +if(!params.merged_gtf){ + /* +*Step 11: Quantification step (Kallisto/Htseq) +*/ + if(params.quant=="htseq"){ + process Run_htseq_for_quantification{ + tag { file_tag } + input: + set val(samplename),file(bamfile) from forHtseqMappedReads + file final_gtf from finalGTF_for_quantification_gtf + + output: + file "${file_tag_new}.htseq.count " into htseq_tcv_collection + + shell: + + file_tag = samplename + file_tag_new = file_tag + if(params.unstrand){ + ''' + sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts + htseq-count -t exon -i gene_id -s no -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count + rm !{samplename}.sam + ''' + }else { + ''' + sambamba view !{bamfile} > !{samplename}.sam # resolved error caused by bam and htseq version conflicts + htseq-count -t exon -i gene_id -r pos -f sam !{samplename}.sam !{final_gtf} > !{samplename}.htseq.count + rm !{samplename}.sam + ''' + } + + + + } + }else{ + process Build_kallisto_index_of_GTF_for_quantification { + + input: + file transript_fasta from finalFasta_for_quantification_gtf + + output: + file "transcripts.idx" into final_kallisto_index + + shell: + ''' + #index kallisto reference + kallisto index -i transcripts.idx !{transript_fasta} + + ''' + } + constant_kallisto_index = final_kallisto_index.first() + process Run_kallisto_for_quantification { + + + tag { file_tag } + label 'para' + + input: + file kallistoIndex from constant_kallisto_index + set val(samplename), file(pair) from readPairs_for_kallisto + + output: + file "${file_tag_new}_abundance.tsv" into kallisto_tcv_collection + + shell: + file_tag = samplename + file_tag_new = file_tag + if (params.singleEnd) { + println print_purple("Quantification by kallisto in single end mode") + ''' + #quantification by kallisto in single end mode + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{task.cpus} -b 100 --single -l 180 -s 20 !{pair} + mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv + ''' + + + } else { + println print_purple("quantification by kallisto in paired end mode") + ''' + #quantification by kallisto + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{task.cpus} -b 100 !{pair[0]} !{pair[1]} + mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv + ''' + } + } + } + +}else{ + /* +*Step 11: Quantification step (Kallisto/Htseq) +*/ + if(params.quant=="htseq"){ + exit 0, print_red("htseq can not be applicable without mapping step, plz set quant tool using `kallisto`") + }else { + process Build_kallisto_index_of_GTF_for_quantification { + + + input: + file transript_fasta from finalFasta_for_quantification_gtf + + output: + file "transcripts.idx" into final_kallisto_index + + shell: + ''' + #index kallisto reference + kallisto index -i transcripts.idx !{transript_fasta} + + ''' + } + constant_kallisto_index = final_kallisto_index.first() + process Run_kallisto_for_quantification { + + + tag { file_tag } + label 'para' + + input: + file kallistoIndex from constant_kallisto_index + set val(samplename), file(pair) from readPairs_for_kallisto + file tempfiles from fastqc_for_waiting2 + output: + file "${file_tag_new}_abundance.tsv" into kallisto_tcv_collection + + shell: + file_tag = samplename + file_tag_new = file_tag + if (params.singleEnd) { + println print_purple("Quantification by kallisto in single end mode") + ''' + #quantification by kallisto in single end mode + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{task.cpus} -b 100 --single -l 180 -s 20 !{pair} + mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv + + ''' + + + } else { + println print_purple("Quantification by kallisto in paired end mode") + ''' + #quantification by kallisto + kallisto quant -i !{kallistoIndex} -o !{file_tag_new}_kallisto -t !{task.cpus} -b 100 !{pair[0]} !{pair[1]} + mv !{file_tag_new}_kallisto/abundance.tsv !{file_tag_new}_abundance.tsv + ''' + } + } + } +} + + +/* +*Step 12: Generate count matrix for differential expression analysis +*/ + +if(params.quant=="htseq"){ + process Get_HTseq_matrix { + tag { file_tag } + publishDir pattern: "htseq*.txt", + path: "${params.out_folder}/Result/Quantification/", mode: 'copy' + input: + file abundance_tsv_matrix from htseq_tcv_collection.collect() + file annotated_gtf from finalGTF_for_annotate_gtf + output: + file "htseq.count.txt" into expression_matrixfile_count + + shell: + file_tag = "htseq" + ''' + perl !{baseDir}/bin/get_map_table.pl final_all.gtf > map.file + R CMD BATCH !{baseDir}/bin/get_htseq_matrix.R + ''' + } +}else{ + process Get_kallisto_matrix { + tag { file_tag } + publishDir pattern: "kallisto*.txt", + path: "${params.out_folder}/Result/Quantification/", mode: 'copy' + input: + file abundance_tsv_matrix from kallisto_tcv_collection.collect() + file annotated_gtf from finalGTF_for_annotate_gtf + output: + file "kallisto.count.txt" into expression_matrixfile_count + file "kallisto.tpm.txt" into expression_matrixfile_tpm + + shell: + file_tag = "Kallisto" + ''' + perl !{baseDir}/bin/get_map_table.pl --gtf_file=final_all.gtf > map.file + R CMD BATCH !{baseDir}/bin/get_kallisto_matrix.R + ''' + } +} + +/* +Step 13: Perform Differential Expression analysis and generate report + */ + +// Initialize parameter for lncPipeReporter +lncRep_Output = params.lncRep_Output +lncRep_theme = params.lncRep_theme +lncRep_cdf_percent = params.lncRep_cdf_percent +lncRep_max_lnc_len = params.lncRep_max_lnc_len +lncRep_min_expressed_sample = params.lncRep_min_expressed_sample +detools = params.detools +design=params.design +if(design!=null){ + design = file(params.design) + if (!design.exists()) exit 1, "Design file not found, plz check your design file path: ${params.design}" + + if(!params.merged_gtf) { + process Run_LncPipeReporter { + tag { file_tag } + publishDir pattern: "*", + path: "${params.out_folder}/Result/", mode: 'move' + input: + //alignmet log + file design + file alignmetlogs from alignment_logs.collect() + //gtf statistics + file basic_charac from statistic_result + //Expression matrix + file kallisto_count_matrix from expression_matrixfile_count + + output: + file "*" into final_output + shell: + file_tag = "Generating report ..." + """ + Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" + """ + } + }else{ + process Run_LncPipeReporter { + tag { file_tag } + publishDir pattern: "*", + path: "${params.out_folder}/Result/", mode: 'move' + input: + //alignment log + file design + //gtf statistics + file basic_charac from statistic_result + //Expression matrix + file kallisto_count_matrix from expression_matrixfile_count + + output: + file "*" into final_output + shell: + file_tag = "Generating report ..." + """ + perl -F':|,' -lanE'BEGIN{say qq{SampleID\tcondition}} $del = shift @F; say qq{$_\t$del} for @F' ${design} > design.matrix + Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" + """ + } + } + +}else{ + if(!params.merged_gtf) { + process Run_LncPipeReporter_without_Design { + tag { file_tag } + publishDir pattern: "*", + path: "${params.out_folder}/Result/", mode: 'move' + input: + //alignmet log + file alignmetlogs from alignment_logs.collect() + //gtf statistics + file basic_charac from statistic_result + //Expression matrix + file kallisto_count_matrix from expression_matrixfile_count + + output: + file "*" into final_output + shell: + file_tag = "Generating report ..." + """ + Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" + """ + } + }else{ + process Run_LncPipeReporter_without_Design { + tag { file_tag } + publishDir pattern: "*", + path: "${params.out_folder}/Result/", mode: 'move' + input: + //alignment log + //gtf statistics + file basic_charac from statistic_result + //Expression matrix + file kallisto_count_matrix from expression_matrixfile_count + + output: + file "*" into final_output + shell: + file_tag = "Generating report ..." + + """ + Rscript -e "library(LncPipeReporter);run_reporter(input='.', output = 'reporter.html',output_dir='./LncPipeReports',de.method=\'${detools}\',theme = 'npg',cdf.percent = ${lncRep_cdf_percent},max.lncrna.len = ${lncRep_max_lnc_len},min.expressed.sample = ${lncRep_min_expressed_sample}, ask = FALSE)" + """ + + + } + } +} + + + +//pipeline log +if(workflow.success) { + workflow.onComplete { + + log.info print_green("LncPipe Pipeline Complete!") + + //email information + if (params.mail) { + recipient = params.mail + def subject = 'My LncPipe execution' + + ['mail', '-s', subject, recipient].execute() << + """ + + LncPipe execution summary + --------------------------- + Your command line: ${workflow.commandLine} + Completed at: ${workflow.complete} + Duration : ${workflow.duration} + Success : ${workflow.success} + workDir : ${workflow.workDir} + exit status : ${workflow.exitStatus} + Error report: ${workflow.errorReport ?: '-'} + + """ + } + + + } +} +workflow.onError { + println print_yellow("Oops... Pipeline execution stopped with the following message: ")+print_red(workflow.errorMessage) +} + diff --git a/bin/rename_lncRNA_2.pl b/bin/rename_lncRNA_2.pl index 62296c7..481b00d 100644 --- a/bin/rename_lncRNA_2.pl +++ b/bin/rename_lncRNA_2.pl @@ -1,5 +1,7 @@ #!/usr/bin/perl -w use strict; +#die ("usage: ") unless @ARGV > 2; +#print "#Query file ".$ARGV[0]." with file_number ".$ARGV[1]."\n"; my %know_lnc; open FH,"known.lncRNA.bed" or die; @@ -11,33 +13,53 @@ my %genecode; -open FH,"gencode.v25.annotation.chrX.gtf_mod.gtf" or die; +if (@ARGV == 2){ +open FH,"$ARGV[0]" or die; while(){ chomp; + if ($_ =~ /^#/){ + next + } my @field=split "\t"; $_=~/gene_name "(.+?)"/; my $gene_name=$1; my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; - foreach my $location (keys %know_lnc){ - if($location eq $loc){ + if (defined($know_lnc{$loc})){ $genecode{$know_lnc{$loc}} = $gene_name; - } } } -open FH,"lncipedia_4_0.chrX.gtf_mod.gtf" or die; +open FH,"$ARGV[1]" or die; while(){ chomp; + if ($_ =~ /^#/){ + next + } my @field=split "\t"; $_=~/gene_id "(.+?)"/; my $gene_name=$1; my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; - foreach my $location (keys %know_lnc){ - if($location eq $loc){ + if (defined($know_lnc{$loc})){ $genecode{$know_lnc{$loc}} = $gene_name; - } } } - +}elsif (@ARGV == 1){ +open FH,"$ARGV[0]" or die; +while(){ + chomp; + if ($_ =~ /^#/){ + next + } + my @field=split "\t"; + $_=~/gene_name "(.+?)"/; + my $gene_name=$1; + my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; + if (defined($know_lnc{$loc})){ + $genecode{$know_lnc{$loc}} = $gene_name; + } +} +}else{ + die ("usage: at least one gtf file is needed!!!") +} my %exon; my %gene; diff --git a/conf/base.config b/conf/base.config index 6caa969..a77c3a7 100644 --- a/conf/base.config +++ b/conf/base.config @@ -22,12 +22,141 @@ process { maxErrors = '-1' // Process-specific resource requirements - withName: fastqc { - errorStrategy = { task.exitStatus in [143,137] ? 'retry' : 'ignore' } + + withName:combine_public_annotation { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + withName:Run_fastQC { + cpus = { check_max( 10, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 5.h * task.attempt, 'time' ) } + } + withName:Run_FastP { + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:fastq_star_alignment_For_discovery { + cpus = { check_max (10, 'cpus')} + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:fastq_tophat_alignment_For_discovery { + cpus = { check_max (10, 'cpus')} + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:fastq_hisat2_alignment_For_discovery { + cpus = { check_max (10, 'cpus')} + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:StringTie_assembly { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:StringTie_merge_assembled_gtf { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:Cufflinks_assembly { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + withName:cuffmerge_assembled_gtf { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 80.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + + withName:Merge_assembled_gtf_with_GENCODE { + cpus = { check_max( 4, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 8.h * task.attempt, 'time' ) } + } + + withName:Identify_novel_lncRNA_with_criterions { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 7.h * task.attempt, 'time' ) } + errorStrategy = 'ignore' + } + + withName:Predict_coding_abilities_by_PLEK { + cpus = { check_max( 8 * task.attempt, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 7.h * task.attempt, 'time' ) } + } + withName:Predict_coding_abilities_by_CPAT { + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 7.h * task.attempt, 'time' ) } + } + + + withName:Filter_lncRNA_by_coding_potential_result { + memory = { check_max( 16.GB * task.attempt, 'memory' ) } } - withName: multiqc { - errorStrategy = { task.exitStatus in [143,137] ? 'retry' : 'ignore' } + + withName:Summary_renaming_and_classification { + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + } + + + withName:Rerun_CPAT_to_evaluate_lncRNA { + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + } + + withName:Rerun_CPAT_to_evaluate_coding { + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + } + withName:sample_correlation { + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + } + withName:multiqc { + memory = { check_max( 2.GB * task.attempt, 'memory' ) } + errorStrategy = 'ignore' + } + + withName:Run_htseq_for_quantification { + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 16.GB * task.attempt, 'memory' ) } } + + withName:Run_htseq_for_quantification { + cpus = { check_max( 1, 'cpus' ) } + memory = { check_max( 16.GB * task.attempt, 'memory' ) } + } + withName:Build_kallisto_index_of_GTF_for_quantification { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 7.h * task.attempt, 'time' ) } + } + withName:Run_kallisto_for_quantification { + cpus = { check_max( 8, 'cpus' ) } + memory = { check_max( 32.GB * task.attempt, 'memory' ) } + time = { check_max( 7.h * task.attempt, 'time' ) } + } + + + + withName:get_software_versions { + memory = { check_max( 2.GB, 'memory' ) } + cache = false + errorStrategy = 'ignore' + } + withName:workflow_summary_mqc { + memory = { check_max( 2.GB, 'memory' ) } + cache = false + executor = 'local' + errorStrategy = 'ignore' + } +} } params { diff --git a/conf/igenomes.config b/conf/igenomes.config index 0815499..544c99c 100644 --- a/conf/igenomes.config +++ b/conf/igenomes.config @@ -1,10 +1,11 @@ /* * ------------------------------------------------- - * Nextflow config file for iGenomes paths + * Nextflow config file for iGenomes paths[Not used in lncpipe] * ------------------------------------------------- * Defines reference genomes, using iGenome paths * Can be used by any config that customises the base * path using $params.igenomes_base / --igenomes_base + * */ params { diff --git a/conf/test.config b/conf/test.config index 620dd4e..1f2a1a6 100644 --- a/conf/test.config +++ b/conf/test.config @@ -4,7 +4,7 @@ * ------------------------------------------------- * Defines bundled input files and everything required * to run a fast and simple test. Use as follows: - * nextflow run nf-core/methylseq -profile test + * nextflow run nf-core/lncpipe -profile test */ params { @@ -12,5 +12,49 @@ params { max_memory = 6.GB max_time = 48.h // Input data + /* + User setting options (mandatory) + */ +// input file and genome reference() + fastq_ext = 'Fastq/*_{1,2}.fq.gz' + fasta_ref = './Genome/chrX.fa' + design = 'design.file' + hisat2_index = "./Genome/hisat2Index/chrX" + gencode_annotation_gtf = "Genome/gencode.v25.annotation.chrX.gtf" + lncipedia_gtf = "./Genome/lncipedia_4_0.chrX.gtf" + +/* + User setting options (optional) + */ + // tools setting + hisat_strand = 'RF' + star_index = ''//set if star used + bowtie2_index = ''//set if tophat used + aligner = "hisat" // or "star","tophat" + sam_processor="sambamba"//or "samtools(deprecated)" + qctools ="fastp" // or "afterqc","fastp","fastqc" + detools = "edger"//or "deseq2","noiseq" not supported yet + quant = "kallisto"// or 'htseq' + + //other setting singleEnd = false + unstrand = false + skip_combine = false + lncRep_Output = 'reporter.html' + lncRep_theme = 'npg' + lncRep_cdf_percent = 10 + lncRep_max_lnc_len = 10000 + lncRep_min_expressed_sample = 50 + mem=60 + cpu=30 + + species="human" + known_coding_gtf="" + known_lncRNA_gtf="" + +/* +Don't modify +*/ + cpatpath ='/opt/CPAT-1.2.3' + } diff --git a/nextflow.config b/nextflow.config index a1020f1..ad33d10 100644 --- a/nextflow.config +++ b/nextflow.config @@ -50,17 +50,6 @@ params { // individual process setting process.cache = 'deep' -process { - - - withLabel: para { - maxForks = 6 - } - - withLabel: 'qc' { - maxForks = 6 - } -} /* * ------------------------------------------------- * nf-core/lncpipe Nextflow config file @@ -74,17 +63,16 @@ process { // Global default params, used in configs params { - container = 'nfcore/lncpipe:latest' // Container slug. Stable releases should specify release tag! - + container = 'likelet/lncpipe:latest' // Container slug. Stable releases should specify release tag! help = false reads = "data/*{1,2}.fastq.gz" singleEnd = false outdir = './results' - igenomes_base = "./iGenomes" + //igenomes_base = "./iGenomes" tracedir = "${params.outdir}/pipeline_info" clusterOptions = false - awsqueue = false - awsregion = 'eu-west-1' + //awsqueue = false + //awsregion = 'eu-west-1' } profiles { @@ -101,11 +89,7 @@ profiles { singularity.enabled = true process.container = {"shub://${params.container.replace('nfcore', 'nf-core')}"} } - awsbatch { - includeConfig 'conf/base.config' - includeConfig 'conf/awsbatch.config' - includeConfig 'conf/igenomes.config' - } + test { includeConfig 'conf/base.config' includeConfig 'conf/test.config' From 168f7c11035cdc875dd7c01cbd434c49197f9e5e Mon Sep 17 00:00:00 2001 From: likelet Date: Thu, 22 Nov 2018 15:33:13 +0800 Subject: [PATCH 16/40] restructure the code and add cpat_model file here to avoid the input parameter of cpat_path --- InstallSoftwareLocally.md | 175 - Main.nf | 182 +- README.md | 1 + bin/cpat_model/Fly_logitModel.RData | Bin 0 -> 269258 bytes bin/cpat_model/Human_Hexamer.tsv | 4097 +++++++++++++++++ bin/cpat_model/Human_cutoff.txt | 2 + bin/cpat_model/Human_logitModel.RData | Bin 0 -> 3650495 bytes bin/cpat_model/Mouse_Hexamer.tsv | 4097 +++++++++++++++++ bin/cpat_model/Mouse_cutoff.txt | 2 + bin/cpat_model/Mouse_logitModel.RData | Bin 0 -> 1462328 bytes bin/cpat_model/Zebrafish_logitModel.RData | Bin 0 -> 267468 bytes bin/cpat_model/fly_Hexamer.tsv | 4097 +++++++++++++++++ bin/cpat_model/fly_cutoff.txt | 2 + bin/cpat_model/zebrafish_Hexamer.tsv | 4097 +++++++++++++++++ bin/cpat_model/zebrafish_cutoff.txt | 2 + bin/scrape_software_versions.py | 3 +- conf/awsbatch.config | 2 +- conf/base.config | 2 +- conf/test.config | 28 +- custom.config | 67 - docker.config | 85 - .../README_for_non_human_genome.md | 0 mkdoc/docs/about.md | 0 mkdoc/docs/index.md | 1 - mkdoc/mkdocs.yml | 5 - nextflow.config | 42 +- singularity.config | 84 - 27 files changed, 16510 insertions(+), 563 deletions(-) delete mode 100644 InstallSoftwareLocally.md create mode 100755 bin/cpat_model/Fly_logitModel.RData create mode 100755 bin/cpat_model/Human_Hexamer.tsv create mode 100755 bin/cpat_model/Human_cutoff.txt create mode 100755 bin/cpat_model/Human_logitModel.RData create mode 100755 bin/cpat_model/Mouse_Hexamer.tsv create mode 100755 bin/cpat_model/Mouse_cutoff.txt create mode 100755 bin/cpat_model/Mouse_logitModel.RData create mode 100755 bin/cpat_model/Zebrafish_logitModel.RData create mode 100755 bin/cpat_model/fly_Hexamer.tsv create mode 100755 bin/cpat_model/fly_cutoff.txt create mode 100755 bin/cpat_model/zebrafish_Hexamer.tsv create mode 100755 bin/cpat_model/zebrafish_cutoff.txt delete mode 100755 custom.config delete mode 100644 docker.config rename README_for_non_human_genome.md => docs/README_for_non_human_genome.md (100%) delete mode 100644 mkdoc/docs/about.md delete mode 120000 mkdoc/docs/index.md delete mode 100644 mkdoc/mkdocs.yml delete mode 100644 singularity.config diff --git a/InstallSoftwareLocally.md b/InstallSoftwareLocally.md deleted file mode 100644 index e66d668..0000000 --- a/InstallSoftwareLocally.md +++ /dev/null @@ -1,175 +0,0 @@ -# Dependencies for run lncPipe Locally - -Prerequisites install command (required when docker image is not favored, you should execute them via root) - -* [HISAT2](https://ccb.jhu.edu/software/hisat2/index.shtml) - - - aria2c ftp://ftp.ccb.jhu.edu/pub/infphilo/hisat2/downloads/hisat2-2.1.0-Linux_x86_64.zip -q -o /opt/hisat2-2.1.0-Linux_x86_64.zip && \ - unzip -qq /opt/hisat2-2.1.0-Linux_x86_64.zip -d /opt/ && \ - rm /opt/hisat2-2.1.0-Linux_x86_64.zip && \ - cd /opt/hisat2-2.1.0 && \ - rm -rf doc example *debug MANUAL* NEWS TUTORIAL && \ - ln -s /opt/hisat2-2.1.0/hisat2* /usr/local/bin/ && \ - ln -sf /opt/hisat2-2.1.0/*.py /usr/local/bin/ - - -* [StringTie](http://www.ccb.jhu.edu/software/stringtie/) - - - aria2c http://ccb.jhu.edu/software/stringtie/dl/stringtie-1.3.3b.Linux_x86_64.tar.gz -q -o /opt/stringtie-1.3.3b.Linux_x86_64.tar.gz && \ - tar xf /opt/stringtie-1.3.3b.Linux_x86_64.tar.gz --use-compress-prog=pigz -C /opt/ && \ - rm /opt/stringtie-1.3.3b.Linux_x86_64/README && \ - ln -s /opt/stringtie-1.3.3b.Linux_x86_64/stringtie /usr/local/bin/stringtie && \ - rm /opt/stringtie-1.3.3b.Linux_x86_64.tar.gz - - -* [gffcompare](http://www.ccb.jhu.edu/software/stringtie/gff.shtml#gffcompare) - - - aria2c https://github.com/gpertea/gffcompare/archive/master.zip -q -o /opt/gffcompare-master.zip && \ - aria2c https://github.com/gpertea/gclib/archive/master.zip -q -o /opt/gclib-master.zip && \ - unzip -qq /opt/gffcompare-master.zip -d /opt/ && \ - unzip -qq /opt/gclib-master.zip -d /opt/ && \ - rm /opt/gffcompare-master.zip /opt/gclib-master.zip && \ - cd /opt/gffcompare-master && \ - make release - - -* [Bedops](http://bedops.readthedocs.io/en/latest/): - - - aria2c https://github.com/bedops/bedops/releases/download/v2.4.29/bedops_linux_x86_64-v2.4.29.tar.bz2 -q -o /opt/bedops_linux_x86_64-v2.4.29.tar.bz2 && \ - tar xf /opt/bedops_linux_x86_64-v2.4.29.tar.bz2 --use-compress-prog=pbzip2 -C /opt/ && \ - ln -s /opt/bin/* /usr/local/bin/ && \ - rm /opt/bedops_linux_x86_64-v2.4.29.tar.bz2 - - -* [PLEK](www.ibiomedical.net): - - - aria2c https://nchc.dl.sourceforge.net/project/plek/PLEK.1.2.tar.gz -q -o /opt/PLEK.1.2.tar.gz && \ - tar xf /opt/PLEK.1.2.tar.gz --use-compress-prog=pigz -C /opt/ && \ - cd /opt/PLEK.1.2/ && \ - python PLEK_setup.py || : && \ - rm *.pdf *.txt *.h *.c *.fa *.cpp *.o *.R *.doc PLEK_setup.py && \ - chmod 755 * && \ - perl -CD -pi -e'tr/\x{feff}//d && s/[\r\n]+/\n/' *.py && \ - ln -s /opt/PLEK.1.2/* /usr/local/bin/ && \ - rm /opt/PLEK.1.2.tar.gz - - -* [CNCI](https://github.com/www-bioinfo-org/CNCI): - - - aria2c https://codeload.github.com/www-bioinfo-org/CNCI/zip/master -q -o /opt/CNCI-master.zip && \ - unzip -qq /opt/CNCI-master.zip -d /opt/ && \ - rm /opt/CNCI-master.zip && \ - unzip -qq /opt/CNCI-master/libsvm-3.0.zip -d /opt/CNCI-master/ && \ - rm /opt/CNCI-master/libsvm-3.0.zip && \ - cd /opt/CNCI-master/libsvm-3.0 && \ - make > /dev/null 2>&1 && \ - shopt -s extglob && \ - rm -rfv !\("svm-predict"\|"svm-scale"\) && \ - cd .. && \ - rm draw_class_pie.R LICENSE README.md && \ - chmod -R 755 * && \ - ln -s /opt/CNCI-master/*.py /usr/local/bin/ - - -* [CPAT](http://rna-cpat.sourceforge.net):[Citation](https://academic.oup.com/nar/article/41/6/e74/2902455/CPAT-Coding-Potential-Assessment-Tool-using-an) - - - aria2c https://jaist.dl.sourceforge.net/project/rna-cpat/v1.2.3/CPAT-1.2.3.tar.gz -q -o /opt/CPAT-1.2.3.tar.gz && \ - tar xf /opt/CPAT-1.2.3.tar.gz --use-compress-prog=pigz -C /opt/ && \ - cd /opt/CPAT-1.2.3/ && \ - mv dat/* /LncPipeDB/ && \ - python setup.py install > /dev/null 2>&1 && \ - rm -rf /opt/CPAT* - - -* [fastp](https://github.com/OpenGene/fastp) - - RUN aria2c http://opengene.org/fastp/fastp -q -o /usr/local/bin/fastp && \ - chmod a+x /usr/local/bin/fastp - - -* [FastQC](https://www.bioinformatics.babraham.ac.uk/projects/fastqc) - - - aria2c https://www.bioinformatics.babraham.ac.uk/projects/fastqc/fastqc_v0.11.5.zip -q -o /opt/fastqc_v0.11.5.zip && \ - unzip -qq /opt/fastqc_v0.11.5.zip -d /opt/ && \ - rm /opt/fastqc_v0.11.5.zip && \ - cd /opt/FastQC && \ - shopt -s extglob && \ - rm -rfv !\("fastqc"\|*.jar\) && \ - chmod 755 * && \ - ln -s /opt/FastQC/fastqc /usr/local/bin/ - - -* or [AfterQC](https://github.com/OpenGene/AfterQC) - - - aria2c https://github.com/OpenGene/AfterQC/archive/v0.9.7.tar.gz -q -o /opt/AfterQC-0.9.7.tar.gz && \ - tar xf /opt/AfterQC-0.9.7.tar.gz --use-compress-prog=pigz -C /opt/ && \ - cd /opt/AfterQC-0.9.7 && \ - make && \ - perl -i -lape's/python/pypy/ if $. == 1' after.py && \ - rm -rf Dockerfile Makefile README.md testdata report_sample && \ - rm editdistance/*.cpp editdistance/*.h && \ - ln -s /opt/AfterQC-0.9.7/*.py /usr/local/bin/ && \ - rm /opt/AfterQC-0.9.7.tar.gz - - -When using afterQC, we recommend that users install `pypy` in their operation system, which can accelerate about 3X speed for raw reads processing, as [suggested]((https://github.com/OpenGene/AfterQC#pypy-suggestion)) by the author of AfterQC. - -* [LncPipeReporter](https://github.com/bioinformatist/LncPipe-Reporter) - - Install [pandoc](https://pandoc.org/installing.html) first. Then run commands: - - Rscript -e "install.packages('devtools'); devtools::install_github('bioinformatist/LncPipeReporter')" - - For detailed usage of LncPipeReporter in case you are going to run it separately, plz refers to [README](https://github.com/bioinformatist/LncPipeReporter#lncpipereporter) of LncPipeReporter. - -* [kallisto](https://github.com/pachterlab/kallisto) - - - aria2c https://github.com/pachterlab/kallisto/releases/download/v0.43.1/kallisto_linux-v0.43.1.tar.gz -q -o /opt/kallisto_linux-v0.43.1.tar.gz && \ - tar xf /opt/kallisto_linux-v0.43.1.tar.gz --use-compress-prog=pigz -C /opt/ && \ - cd /opt && \ - rm ._* kallisto_linux-v0.43.1.tar.gz && \ - cd kallisto_linux-v0.43.1 && \ - rm -rf ._* README.md test && \ - ln -s /opt/kallisto_linux-v0.43.1/kallisto /usr/local/bin/ - - -* [sambamba](http://lomereiter.github.io/sambamba/) - - - aria2c https://github.com/biod/sambamba/releases/download/v0.6.7/sambamba_v0.6.7_linux.tar.bz2 -q -o /opt/sambamba_v0.6.7_linux.tar.bz2 && \ - tar xf /opt/sambamba_v0.6.7_linux.tar.bz2 --use-compress-prog=pbzip2 -C /opt/ && \ - ln -s /opt/sambamba /usr/local/bin/ && \ - rm /opt/sambamba_v0.6.7_linux.tar.bz2 - - -**Alternatively, when you are going to using STAR-Cufflinks in your analysis, the corresponding install cmd are as follows:** - -* [STAR](https://github.com/alexdobin/STAR) - - - aria2c https://raw.githubusercontent.com/alexdobin/STAR/master/bin/Linux_x86_64/STAR -q -o /opt/STAR && \ - chmod 755 /opt/STAR && \ - ln -s /opt/STAR /usr/local/bin - - -* [Cufflinks](https://github.com/cole-trapnell-lab/cufflinks) - - - aria2c https://github.com/bioinformatist/cufflinks/releases/download/v2.2.1/cufflinks-2.2.1.Linux_x86_64.tar.gz -q -o /opt/cufflinks-2.2.1.Linux_x86_64.tar.gz && \ - tar xf /opt/cufflinks-2.2.1.Linux_x86_64.tar.gz --use-compress-prog=pigz -C /opt/ && \ - rm /opt/cufflinks-2.2.1.Linux_x86_64/README && \ - ln -s /opt/cufflinks-2.2.1.Linux_x86_64/* /usr/local/bin/ && \ - rm /opt/cufflinks-2.2.1.Linux_x86_64.tar.gz - - -> The `gffcompare` utility share the same function as `cuffcompare`, therefore, in STAR-cufflinks analysis pipe, `gffcompare` is not required. diff --git a/Main.nf b/Main.nf index 4ed3232..e77e630 100755 --- a/Main.nf +++ b/Main.nf @@ -127,7 +127,7 @@ params.each { entry -> //default values params.input_folder = './' -params.out_folder = './' +params.outdir = './' params.multiqc_config = "$baseDir/assets/multiqc_config.yaml" // for generate qc and alignment result params.merged_gtf = null// dose merged_gtf provided singleEnd = params.singleEnd ? true : false @@ -142,8 +142,8 @@ log.info print_yellow("Fastq file extension: ") + print_green(params.f log.info print_yellow("Single end : ") + print_green(params.singleEnd) log.info print_yellow("skip annotation process: ") + print_green(params.skip_combine) log.info print_yellow("Input folder: ") + print_green(params.input_folder) -log.info print_yellow("Output folder: ") + print_green(params.out_folder) -log.info print_yellow("Genome sequence location: ") + print_green(params.fasta_ref) +log.info print_yellow("Output folder: ") + print_green(params.outdir) +log.info print_yellow("Genome sequence location: ") + print_green(params.fasta) log.info print_yellow("STAR index path: ") + print_green(params.star_index) log.info print_yellow("HISAT2 index path: ") + print_green(params.hisat2_index) log.info print_yellow("bowtie/tophat index path: ") + print_green(params.bowtie2_index) @@ -157,8 +157,8 @@ log.info "\n" // read file -fasta_ref = file(params.fasta_ref) -if (!fasta_ref.exists()) exit 1, "Reference genome not found: ${params.fasta_ref}" +fasta = file(params.fasta) +if (!fasta.exists()) exit 1, "Reference genome not found: ${params.fasta}" if(params.aligner=='star'){ star_index = file(params.star_index) if (!star_index.exists()) exit 1, "STAR index not found: ${params.star_index}" @@ -188,7 +188,7 @@ if (params.species=="human") { annotation_channel.collectFile { file -> ['lncRNA.gtflist', file.name + '\n'] } .set { LncRNA_gtflist } process combine_public_annotation { - storeDir { params.out_folder + "/Combined_annotations" } + storeDir { params.outdir + "/Combined_annotations" } input: file lncRNA_gtflistfile from LncRNA_gtflist file gencode_annotation_gtf @@ -255,14 +255,14 @@ if (!params.merged_gtf) { * Step 2: Build read aligner (STAR/tophat/HISAT2) index, if not provided */ //star_index if not exist - /*if (params.aligner == 'star' && params.star_index == false && fasta_ref) { + /*if (params.aligner == 'star' && params.star_index == false && fasta) { process Make_STARindex { - tag fasta_ref + tag fasta - storeDir { params.out_folder + "/STARIndex" } + storeDir { params.outdir + "/STARIndex" } input: - file fasta_ref from fasta_ref + file fasta from fasta file gencode_annotation_gtf output: @@ -278,40 +278,40 @@ if (!params.merged_gtf) { --sjdbGTFfile $gencode_annotation_gtf \ --sjdbOverhang 149 \ --genomeDir star_index/ \ - --genomeFastaFiles $fasta_ref + --genomeFastaFiles $fasta """ } - } else if (params.aligner == 'star' && params.star_index == false && !fasta_ref) { - println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") + } else if (params.aligner == 'star' && params.star_index == false && !fasta) { + println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta") + print_red(" with reference.") - } else if (params.aligner == 'tophat' && params.bowtie2_index == false && !fasta_ref) { + } else if (params.aligner == 'tophat' && params.bowtie2_index == false && !fasta) { process Make_bowtie2_index { - tag fasta_ref - storeDir { params.out_folder + "/bowtie2Index" } + tag fasta + storeDir { params.outdir + "/bowtie2Index" } input: - file fasta_ref from fasta_ref + file fasta from fasta output: file "genome_bt2.*" into bowtie2_index shell: """ - bowtie2-build !{fasta_ref} genome_bt2 + bowtie2-build !{fasta} genome_bt2 """ } - } else if (params.aligner == 'tophat' && !fasta_ref) { - println print_red("No reference fasta equence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") - } else if (params.aligner == 'hisat' && !fasta_ref) { + } else if (params.aligner == 'tophat' && !fasta) { + println print_red("No reference fasta equence loaded! please specify ") + print_red("--fasta") + print_red(" with reference.") + } else if (params.aligner == 'hisat' && !fasta) { process Make_hisat_index { - tag fasta_ref + tag fasta - storeDir { params.out_folder + "/hisatIndex" } + storeDir { params.outdir + "/hisatIndex" } input: - file fasta_ref from fasta_ref + file fasta from fasta file gencode_annotation_gtf output: @@ -323,17 +323,17 @@ if (!params.merged_gtf) { #for human genome it will take more than 160GB memory and take really long time (6 more hours), thus we recommand to down pre-build genome from hisat website extract_splice_sites.py !{gencode_annotation_gtf} >genome_ht2.ss extract_exons.py !{gencode_annotation_gtf} > genome_ht2.exon - hisat2-build -p !{hisat2_index_threads} --ss genome_ht2.ss --exo genome_ht2.exon !{fasta_ref} genome_ht2 + hisat2-build -p !{hisat2_index_threads} --ss genome_ht2.ss --exo genome_ht2.exon !{fasta} genome_ht2 """ } - } else if (params.aligner == 'tophat' && params.hisat_index == false && !fasta_ref) { - println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta_ref") + print_red(" with reference.") + } else if (params.aligner == 'tophat' && params.hisat_index == false && !fasta) { + println print_red("No reference fasta sequence loaded! please specify ") + print_red("--fasta") + print_red(" with reference.") }*/ println print_purple("Analysis from fastq file") //Match the pairs on two channels - reads = params.input_folder + params.fastq_ext + reads = params.input_folder + params.reads /* * Step 3: QC (FastQC/AfterQC/Fastp) of raw reads @@ -350,7 +350,7 @@ if (!params.merged_gtf) { label 'qc' publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -367,14 +367,14 @@ if (!params.merged_gtf) { else if (params.qctools == 'afterqc'){ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta string in nextflow.config file \n") }.set { reads_for_fastqc} process Run_afterQC { tag { fastq_tag } label 'qc' publishDir pattern: "QC/*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -398,7 +398,7 @@ if (!params.merged_gtf) { else if (params.qctools == 'fastp'){ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta string in nextflow.config file \n") } .set { reads_for_fastqc} process Run_FastP { @@ -407,7 +407,7 @@ if (!params.merged_gtf) { label 'qc' publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -431,7 +431,7 @@ if (!params.merged_gtf) { }else{ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta string in nextflow.config file \n") } .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} } @@ -446,12 +446,12 @@ if (!params.merged_gtf) { tag { file_tag } publishDir pattern: "", - path: { params.out_folder + "/Result/Star_alignment" }, mode: 'copy', overwrite: true + path: { params.outdir + "/Star_alignment" }, mode: 'copy', overwrite: true input: set val(samplename), file(pair) from readPairs_for_discovery file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref + file fasta file star_index output: @@ -511,12 +511,12 @@ if (!params.merged_gtf) { tag { file_tag } publishDir pattern: "", - path: { params.out_folder + "/Result/tophat_alignment" }, mode: 'copy', overwrite: true + path: { params.outdir + "/tophat_alignment" }, mode: 'copy', overwrite: true input: set val(samplename), file(pair) from readPairs_for_discovery file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref + file fasta file bowtie2_index from bowtie2_index.collect() file gtf from gencode_annotation_gtf @@ -553,12 +553,12 @@ if (!params.merged_gtf) { tag { file_tag } label 'para' publishDir pattern: "", - path: { params.out_folder + "/Result/hisat_alignment" }, mode: 'copy', overwrite: true + path: { params.outdir + "/hisat_alignment" }, mode: 'copy', overwrite: true input: set val(samplename), file(pair) from readPairs_for_discovery file tempfiles from fastqc_for_waiting // just for waiting - file fasta_ref + file fasta file hisat2_id from hisat2_index.collect() output: @@ -629,7 +629,7 @@ if (!params.merged_gtf) { input: set val(samplename),file(alignment_bam) from hisat_mappedReads - file fasta_ref + file fasta file gencode_annotation_gtf output: @@ -664,12 +664,12 @@ if (!params.merged_gtf) { tag { file_tag } label 'para' publishDir pattern: "merged.gtf", - path: { params.out_folder + "/Result/Merged_assemblies" }, mode: 'copy', overwrite: true + path: { params.outdir + "/Merged_assemblies" }, mode: 'copy', overwrite: true input: file gtf_filenames from GTFfilenames file cufflinksgtf_file from StringTieOutGtf_fn.toList() // not used but just send the file in current running folder - file fasta_ref + file fasta output: @@ -691,7 +691,7 @@ if (!params.merged_gtf) { input: set val(file_tag), file(alignment_bam) from mappedReads - file fasta_ref + file fasta file gencode_annotation_gtf output: @@ -709,7 +709,7 @@ if (!params.merged_gtf) { #run cufflinks cufflinks -g !{gencode_annotation_gtf} \ - -b !{fasta_ref} \ + -b !{fasta} \ --library-type !{strand_str}\ --max-multiread-fraction 0.25 \ --3-overhang-tolerance 2000 \ @@ -724,7 +724,7 @@ if (!params.merged_gtf) { #run cufflinks cufflinks -g !{gencode_annotation_gtf} \ - -b !{fasta_ref} \ + -b !{fasta} \ --library-type !{strand_str} \ --max-multiread-fraction 0.25 \ --3-overhang-tolerance 2000 \ @@ -752,13 +752,13 @@ if (!params.merged_gtf) { tag { file_tag } label 'para' publishDir pattern: "CUFFMERGE/merged.gtf", - path: { params.out_folder + "/Result/All_assemblies" }, mode: 'copy', overwrite: true + path: { params.outdir + "/All_assemblies" }, mode: 'copy', overwrite: true input: file gtf_filenames from GTFfilenames file cufflinksgtf_file from cuflinksoutgtf_fn.toList() // not used but just send the file in current running folder - file fasta_ref + file fasta output: @@ -768,7 +768,7 @@ if (!params.merged_gtf) { ''' mkdir CUFFMERGE cuffmerge -o CUFFMERGE \ - -s !{fasta_ref} \ + -s !{fasta} \ -p !{task.cpus} \ !{gtf_filenames} @@ -790,7 +790,7 @@ else { } // add fastq when do quantification - reads = params.input_folder + params.fastq_ext + reads = params.input_folder + params.reads if (params.qctools == 'fastqc') { Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { @@ -802,7 +802,7 @@ else { label 'qc' publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -819,7 +819,7 @@ else { else if (params.qctools == 'afterqc'){ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Fastq file not found : ${reads}\nPlz check your reads string in nextflow.config file \n") } .set { reads_for_fastqc} process Run_afterQC { @@ -828,7 +828,7 @@ else { label 'qc' publishDir pattern: "QC/*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -852,7 +852,7 @@ else { else if (params.qctools == 'fastp'){ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Fastq file not found : ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Fastq file not found : ${reads}\nPlz check your reads string in nextflow.config file \n") } .set { reads_for_fastqc} process Run_FastP { @@ -861,7 +861,7 @@ else { label 'qc' publishDir pattern: "*.html", - path: { params.out_folder + "/Result/QC" }, mode: 'copy', overwrite: true + path: { params.outdir + "/QC" }, mode: 'copy', overwrite: true input: set val(samplename), file(fastq_file) from reads_for_fastqc @@ -886,7 +886,7 @@ else { else{ Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { - exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your fasta_ref string in nextflow.config file \n") + exit 1, print_red("Cannot find any reads matching: ${reads}\nPlz check your reads string in nextflow.config file \n") } .into{readPairs_for_discovery; readPairs_for_kallisto;fastqc_for_waiting} } @@ -923,7 +923,7 @@ process Identify_novel_lncRNA_with_criterions { input: file comparedTmap from comparedGTF_tmap - file fasta_ref + file fasta file mergedGTF from mergeTranscripts_forExtract output: @@ -945,7 +945,7 @@ process Identify_novel_lncRNA_with_criterions { # gtf2gff3 #check whether required # get fasta from gtf - gffread novel.longRNA.gtf -g !{fasta_ref} -w novel.longRNA.fa -W + gffread novel.longRNA.gtf -g !{fasta} -w novel.longRNA.fa -W ''' } @@ -980,30 +980,30 @@ process Predict_coding_abilities_by_CPAT { if(params.species=="human"){ ''' cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/Human_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/Human_logitModel.RData \ -o novel.longRNA.CPAT.out ''' }else if (params.species=="mouse"){ ''' cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/Mouse_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/Mouse_logitModel.RData \ -o novel.longRNA.CPAT.out ''' }else if (params.species=="zebrafish"){ ''' cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ - -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/zebrafish_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/zebrafish_logitModel.RData \ -o novel.longRNA.CPAT.out ''' }else { ''' cpat.py -g !{novel_lncRNA_fasta} \ - -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ - -d !{params.cpatpath}/dat/fly_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/fly_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/fly_logitModel.RData \ -o novel.longRNA.CPAT.out ''' } @@ -1021,7 +1021,7 @@ process Filter_lncRNA_by_coding_potential_result { file longRNA_novel_exoncount from novelLncRnaExonCount file cuffmergegtf from mergeTranscripts_forCodeingProtential file gencode_annotation_gtf - file fasta_ref + file fasta output: file "novel.longRNA.stringent.gtf" into Novel_longRNA_stringent_gtf // not used @@ -1044,14 +1044,14 @@ process Filter_lncRNA_by_coding_potential_result { *Step 10: Further filtered lncRNAs with known criterion */ process Summary_renaming_and_classification { - publishDir "${params.out_folder}/Result/Identified_lncRNA", mode: 'copy' + publishDir "${params.outdir}/Identified_lncRNA", mode: 'copy' input: file knowlncRNAgtf from KnownLncRNAgtf file gencode_protein_coding_gtf from proteinCodingGTF file novel_lncRNA_stringent_Gtf from novel_lncRNA_stringent_gtf - file fasta_ref + file fasta file mod_file_for_rename output: @@ -1091,9 +1091,9 @@ process Summary_renaming_and_classification { grep -v NA-1-1 lncRNA.final.v2.gtf > all_lncRNA_for_classifier.gtf perl !{baseDir}/bin/rename_proteincoding.pl !{gencode_protein_coding_gtf}> protein_coding.final.gtf cat all_lncRNA_for_classifier.gtf protein_coding.final.gtf > final_all.gtf - gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W - gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W - gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W + gffread final_all.gtf -g !{fasta} -w final_all.fa -W + gffread all_lncRNA_for_classifier.gtf -g !{fasta} -w lncRNA.fa -W + gffread protein_coding.final.gtf -g !{fasta} -w protein_coding.fa -W #classification perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt @@ -1118,9 +1118,9 @@ process Summary_renaming_and_classification { grep -v NA-1-1 lncRNA.final.v2.gtf > all_lncRNA_for_classifier.gtf perl !{baseDir}/bin/rename_proteincoding.pl !{gencode_protein_coding_gtf}> protein_coding.final.gtf cat all_lncRNA_for_classifier.gtf protein_coding.final.gtf > final_all.gtf - gffread final_all.gtf -g !{fasta_ref} -w final_all.fa -W - gffread all_lncRNA_for_classifier.gtf -g !{fasta_ref} -w lncRNA.fa -W - gffread protein_coding.final.gtf -g !{fasta_ref} -w protein_coding.fa -W + gffread final_all.gtf -g !{fasta} -w final_all.fa -W + gffread all_lncRNA_for_classifier.gtf -g !{fasta} -w lncRNA.fa -W + gffread protein_coding.final.gtf -g !{fasta} -w protein_coding.fa -W #classification perl !{baseDir}/bin/lincRNA_classification.pl all_lncRNA_for_classifier.gtf !{gencode_protein_coding_gtf} lncRNA_classification.txt @@ -1144,30 +1144,30 @@ process Rerun_CPAT_to_evaluate_lncRNA { if(params.species=="human"){ ''' cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/Human_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/Human_logitModel.RData \ -o lncRNA.final.CPAT.out ''' }else if (params.species=="mouse"){ ''' cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/Mouse_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Mouse_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/Mouse_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/Mouse_logitModel.RData \ -o lncRNA.final.CPAT.out ''' }else if (params.species=="zebrafish"){ ''' cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/zebrafish_Hexamer.tsv \ - -d !{params.cpatpath}/dat/zebrafish_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/zebrafish_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/zebrafish_logitModel.RData \ -o lncRNA.final.CPAT.out ''' }else { ''' cpat.py -g !{lncRNA_final_cpat_fasta} \ - -x !{params.cpatpath}/dat/fly_Hexamer.tsv \ - -d !{params.cpatpath}/dat/fly_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/fly_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/fly_logitModel.RData \ -o lncRNA.final.CPAT.out ''' } @@ -1181,8 +1181,8 @@ process Rerun_CPAT_to_evaluate_coding { shell: ''' cpat.py -g !{final_coding_gene_for_CPAT} \ - -x !{params.cpatpath}/dat/Human_Hexamer.tsv \ - -d !{params.cpatpath}/dat/Human_logitModel.RData \ + -x !{baseDir}/bin/cpat_model/Human_Hexamer.tsv \ + -d !{baseDir}/bin/cpat_model/Human_logitModel.RData \ -o protein_coding.final.CPAT.out ''' } @@ -1448,7 +1448,7 @@ if(params.quant=="htseq"){ process Get_HTseq_matrix { tag { file_tag } publishDir pattern: "htseq*.txt", - path: "${params.out_folder}/Result/Quantification/", mode: 'copy' + path: "${params.outdir}/Quantification/", mode: 'copy' input: file abundance_tsv_matrix from htseq_tcv_collection.collect() file annotated_gtf from finalGTF_for_annotate_gtf @@ -1466,7 +1466,7 @@ if(params.quant=="htseq"){ process Get_kallisto_matrix { tag { file_tag } publishDir pattern: "kallisto*.txt", - path: "${params.out_folder}/Result/Quantification/", mode: 'copy' + path: "${params.outdir}/Quantification/", mode: 'copy' input: file abundance_tsv_matrix from kallisto_tcv_collection.collect() file annotated_gtf from finalGTF_for_annotate_gtf @@ -1503,7 +1503,7 @@ if(design!=null){ process Run_LncPipeReporter { tag { file_tag } publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' + path: "${params.outdir}/", mode: 'move' input: //alignmet log file design @@ -1525,7 +1525,7 @@ if(design!=null){ process Run_LncPipeReporter { tag { file_tag } publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' + path: "${params.outdir}/", mode: 'move' input: //alignment log file design @@ -1550,7 +1550,7 @@ if(design!=null){ process Run_LncPipeReporter_without_Design { tag { file_tag } publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' + path: "${params.outdir}/", mode: 'move' input: //alignmet log file alignmetlogs from alignment_logs.collect() @@ -1571,7 +1571,7 @@ if(design!=null){ process Run_LncPipeReporter_without_Design { tag { file_tag } publishDir pattern: "*", - path: "${params.out_folder}/Result/", mode: 'move' + path: "${params.outdir}/", mode: 'move' input: //alignment log //gtf statistics diff --git a/README.md b/README.md index adaeaf2..1e95eb3 100644 --- a/README.md +++ b/README.md @@ -23,6 +23,7 @@ The nf-core/lncpipe pipeline comes with documentation about the pipeline, found * [Adding your own system](docs/configuration/adding_your_own.md) 3. [Running the pipeline](docs/usage.md) 4. [Output and how to interpret the results](docs/output.md) +5. [Run analysis for non-human species](docs/README_for_non_human_genome.md) 5. 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HcmV?d00001 diff --git a/bin/cpat_model/Human_Hexamer.tsv b/bin/cpat_model/Human_Hexamer.tsv new file mode 100755 index 0000000..4bc31f8 --- /dev/null +++ b/bin/cpat_model/Human_Hexamer.tsv @@ -0,0 +1,4097 @@ +hexamer coding noncoding +AAAAAA 0.000647111 0.002072893 +AAAAAC 0.000420924 0.000538157 +AAAAAG 0.000813362 0.000715402 +AAAAAT 0.000591729 0.001095402 +AAAACA 0.00049346 0.00071723 +AAAACC 0.000400381 0.000358763 +AAAACG 9.06442E-05 9.25067E-05 +AAAACT 0.00040684 0.00052149 +AAAAGA 0.000428654 0.000712875 +AAAAGC 0.000310583 0.00041253 +AAAAGG 0.000309525 0.000463018 +AAAAGT 0.000318843 0.000510709 +AAAATA 0.000363318 0.000998998 +AAAATC 0.000417429 0.000432128 +AAAATG 0.000541959 0.000788041 +AAAATT 0.000547677 0.000806376 +AAACAA 0.000453645 0.000607679 +AAACAC 0.000303912 0.000338976 +AAACAG 0.000608777 0.000446807 +AAACAT 0.000338221 0.000473502 +AAACCA 0.000454492 0.0004121 +AAACCC 0.000401016 0.000297844 +AAACCG 6.9148E-05 5.72891E-05 +AAACCT 0.000451421 0.000343815 +AAACGA 0.000140626 6.96018E-05 +AAACGC 0.000138825 6.02732E-05 +AAACGG 0.000153862 6.5865E-05 +AAACGT 0.000119977 8.7372E-05 +AAACTA 0.000228517 0.000309888 +AAACTC 0.000359082 0.000304431 +AAACTG 0.000583046 0.00045541 +AAACTT 0.000408958 0.000456243 +AAAGAA 0.001359981 0.000846137 +AAAGAC 0.000616296 0.000333169 +AAAGAG 0.000941281 0.000473153 +AAAGAT 0.000819716 0.000428741 +AAAGCA 0.000594906 0.000507671 +AAAGCC 0.000666171 0.000334299 +AAAGCG 0.000103563 7.55431E-05 +AAAGCT 0.000581351 0.000383953 +AAAGGA 0.000603589 0.000541007 +AAAGGC 0.00044189 0.000299054 +AAAGGG 0.000326256 0.000345643 +AAAGGT 0.000317467 0.000287628 +AAAGTA 0.000288134 0.000383334 +AAAGTC 0.000363742 0.000272762 +AAAGTG 0.000599141 0.000459415 +AAAGTT 0.000406522 0.000447506 +AAATAA 2.42494E-05 0.000959237 +AAATAC 0.000370836 0.000411455 +AAATAG 1.21777E-05 0.000358709 +AAATAT 0.000398792 0.000731102 +AAATCA 0.000351035 0.000448205 +AAATCC 0.000303595 0.000283246 +AAATCG 5.99353E-05 5.30146E-05 +AAATCT 0.000382379 0.000420246 +AAATGA 2.4673E-05 0.000609023 +AAATGC 0.000225657 0.000402045 +AAATGG 0.000247048 0.000450651 +AAATGT 0.000410334 0.0006904 +AAATTA 0.000288664 0.000618083 +AAATTC 0.000293535 0.00038777 +AAATTG 0.000274686 0.000432505 +AAATTT 0.000408322 0.000697497 +AACAAA 0.000557631 0.000593108 +AACAAC 0.000568432 0.000229829 +AACAAG 0.000752898 0.000298167 +AACAAT 0.000365224 0.0002915 +AACACA 0.000381743 0.000355295 +AACACC 0.000448985 0.000198563 +AACACG 0.000165722 6.41713E-05 +AACACT 0.000292582 0.000291984 +AACAGA 0.000320855 0.000406831 +AACAGC 0.000586964 0.000280934 +AACAGG 0.000257214 0.000269455 +AACAGT 0.000327209 0.000283004 +AACATA 0.000178218 0.000265127 +AACATC 0.000699951 0.00023698 +AACATG 0.000558902 0.000338224 +AACATT 0.000417959 0.000435274 +AACCAA 0.000267273 0.000300801 +AACCAC 0.000363 0.000237571 +AACCAG 0.000719012 0.00029486 +AACCAT 0.000212103 0.000235367 +AACCCA 0.000341716 0.000289806 +AACCCC 0.000460422 0.000232598 +AACCCG 0.000142743 7.29354E-05 +AACCCT 0.000330809 0.000245475 +AACCGA 0.000135225 4.5998E-05 +AACCGC 0.000251495 4.78529E-05 +AACCGG 0.000221845 4.73959E-05 +AACCGT 9.22326E-05 4.71002E-05 +AACCTA 0.000149626 0.000166813 +AACCTC 0.000523746 0.000269805 +AACCTG 0.000896806 0.000316609 +AACCTT 0.000277757 0.000266498 +AACGAA 0.000130566 5.7316E-05 +AACGAC 0.000199926 3.22335E-05 +AACGAG 0.000309101 6.13217E-05 +AACGAT 0.000111399 3.71264E-05 +AACGCA 8.89499E-05 5.33641E-05 +AACGCC 0.0002408 5.15629E-05 +AACGCG 7.93137E-05 2.6588E-05 +AACGCT 8.37612E-05 5.40093E-05 +AACGGA 0.00010081 5.46276E-05 +AACGGC 0.000212103 4.71809E-05 +AACGGG 0.000184995 5.66439E-05 +AACGGT 6.17355E-05 3.90082E-05 +AACGTA 3.83332E-05 4.2288E-05 +AACGTC 0.000181288 4.72615E-05 +AACGTG 0.00036353 8.18339E-05 +AACGTT 6.92539E-05 6.87416E-05 +AACTAA 1.30248E-05 0.000243405 +AACTAC 0.000417747 0.000162216 +AACTAG 9.63624E-06 0.000154501 +AACTAT 0.000283793 0.000220419 +AACTCA 0.000241435 0.000280316 +AACTCC 0.000366601 0.000281687 +AACTCG 0.000101869 5.11059E-05 +AACTCT 0.000266003 0.000297441 +AACTGA 2.38259E-05 0.000356047 +AACTGC 0.000351882 0.000261175 +AACTGG 0.000344893 0.000286768 +AACTGT 0.000266638 0.000337202 +AACTTA 0.000143802 0.000244803 +AACTTC 0.000552972 0.000282736 +AACTTG 0.000320643 0.000309996 +AACTTT 0.000366283 0.000456458 +AAGAAA 0.001381901 0.000933939 +AAGAAC 0.000735531 0.000321771 +AAGAAG 0.00180706 0.000545228 +AAGAAT 0.000622014 0.000461109 +AAGACA 0.000485624 0.000413579 +AAGACC 0.000597341 0.000261121 +AAGACG 0.000221845 7.62421E-05 +AAGACT 0.000394451 0.000325911 +AAGAGA 0.000475141 0.000525737 +AAGAGC 0.00054503 0.000303678 +AAGAGG 0.000535182 0.000417665 +AAGAGT 0.000349234 0.000291365 +AAGATA 0.000263249 0.000299188 +AAGATC 0.000718482 0.000217596 +AAGATG 0.000774817 0.000417477 +AAGATT 0.00048573 0.000356531 +AAGCAA 0.000423147 0.000414788 +AAGCAC 0.00045068 0.0002519 +AAGCAG 0.001078941 0.000432155 +AAGCAT 0.000324879 0.000311421 +AAGCCA 0.000556678 0.000400486 +AAGCCC 0.000635886 0.00028451 +AAGCCG 0.000204373 8.99259E-05 +AAGCCT 0.000475247 0.000330562 +AAGCGA 0.000166675 7.98983E-05 +AAGCGC 0.000306665 6.37143E-05 +AAGCGG 0.000375496 8.55707E-05 +AAGCGT 0.000124742 5.42244E-05 +AAGCTA 0.000219304 0.000208537 +AAGCTC 0.000539735 0.000247491 +AAGCTG 0.00126616 0.000414842 +AAGCTT 0.000355482 0.000307711 +AAGGAA 0.00113517 0.000623567 +AAGGAC 0.000910466 0.000276337 +AAGGAG 0.001627889 0.000445328 +AAGGAT 0.0007224 0.000282386 +AAGGCA 0.000492719 0.000357096 +AAGGCC 0.000903795 0.000270853 +AAGGCG 0.000224493 8.60009E-05 +AAGGCT 0.0005427 0.000301285 +AAGGGA 0.000342351 0.000388953 +AAGGGC 0.000578704 0.000250314 +AAGGGG 0.000366071 0.000300828 +AAGGGT 0.000256578 0.000201628 +AAGGTA 0.000170276 0.00018582 +AAGGTC 0.000425159 0.000190175 +AAGGTG 0.000875204 0.000296688 +AAGGTT 0.000306348 0.000245851 +AAGTAA 2.11786E-05 0.000333169 +AAGTAC 0.000484248 0.000170684 +AAGTAG 1.84253E-05 0.000230232 +AAGTAT 0.000337798 0.000293489 +AAGTCA 0.000369672 0.000314566 +AAGTCC 0.000409276 0.000209505 +AAGTCG 0.000114682 4.54603E-05 +AAGTCT 0.000345105 0.000278972 +AAGTGA 4.2463E-05 0.000389625 +AAGTGC 0.000328691 0.000294107 +AAGTGG 0.000349658 0.000317469 +AAGTGT 0.000301265 0.000317093 +AAGTTA 0.000210621 0.000284833 +AAGTTC 0.00052724 0.000239883 +AAGTTG 0.000302959 0.000289349 +AAGTTT 0.00047747 0.000456458 +AATAAA 0.000497378 0.001106586 +AATAAC 0.000229576 0.000235125 +AATAAG 0.000336315 0.000289591 +AATAAT 0.000327526 0.000491891 +AATACA 0.000234658 0.000373549 +AATACC 0.000178747 0.000166948 +AATACG 4.05569E-05 4.2073E-05 +AATACT 0.000201937 0.000278354 +AATAGA 0.000153545 0.000284241 +AATAGC 0.000174299 0.00017547 +AATAGG 9.33974E-05 0.000172701 +AATAGT 0.000162651 0.000219667 +AATATA 0.000180018 0.000445812 +AATATC 0.000256896 0.000227732 +AATATG 0.000262085 0.000335186 +AATATT 0.000358447 0.000614023 +AATCAA 0.000259331 0.000298113 +AATCAC 0.000165828 0.000230097 +AATCAG 0.000372848 0.000287198 +AATCAT 0.000208079 0.000301312 +AATCCA 0.000321173 0.000258433 +AATCCC 0.000209985 0.000274536 +AATCCG 4.3416E-05 4.30945E-05 +AATCCT 0.000310372 0.000271014 +AATCGA 9.22326E-05 3.82017E-05 +AATCGC 7.59251E-05 4.54872E-05 +AATCGG 8.09021E-05 3.66425E-05 +AATCGT 6.45946E-05 4.1831E-05 +AATCTA 0.000125695 0.000212032 +AATCTC 0.000227246 0.000249534 +AATCTG 0.000334092 0.000307092 +AATCTT 0.000276698 0.000331261 +AATGAA 0.001003334 0.000563589 +AATGAC 0.000571715 0.000249507 +AATGAG 0.00080002 0.000330857 +AATGAT 0.000601471 0.000331906 +AATGCA 0.000437549 0.000342632 +AATGCC 0.000555937 0.000234506 +AATGCG 8.28081E-05 3.67231E-05 +AATGCT 0.000445173 0.000327336 +AATGGA 0.000594376 0.000373441 +AATGGC 0.000496531 0.000239829 +AATGGG 0.000420924 0.00026182 +AATGGT 0.000317255 0.000247169 +AATGTA 0.000230423 0.000399223 +AATGTC 0.000374437 0.000262734 +AATGTG 0.00057108 0.000417557 +AATGTT 0.000345846 0.000498343 +AATTAA 1.35543E-05 0.000460491 +AATTAC 0.000208079 0.000232409 +AATTAG 6.77714E-06 0.000267923 +AATTAT 0.000241435 0.000447506 +AATTCA 0.000279557 0.00037043 +AATTCC 0.000230423 0.000263675 +AATTCG 2.84852E-05 3.70995E-05 +AATTCT 0.000318314 0.000415595 +AATTGA 7.94196E-06 0.000294887 +AATTGC 0.00010081 0.000221979 +AATTGG 0.000108646 0.000231952 +AATTGT 0.000125906 0.000359085 +AATTTA 0.000209562 0.000495923 +AATTTC 0.000234764 0.000388147 +AATTTG 0.000257531 0.000423525 +AATTTT 0.000328373 0.000844416 +ACAAAA 0.000346163 0.000617518 +ACAAAC 0.000198337 0.000273649 +ACAAAG 0.000329221 0.000355832 +ACAAAT 0.000295547 0.000383872 +ACAACA 0.000254566 0.000266014 +ACAACC 0.000177582 0.000163076 +ACAACG 5.08285E-05 4.30945E-05 +ACAACT 0.000221104 0.000219613 +ACAAGA 0.000196537 0.000315104 +ACAAGC 0.000173664 0.000200149 +ACAAGG 0.000148568 0.000240367 +ACAAGT 0.000189548 0.000220769 +ACAATA 0.000133531 0.000239991 +ACAATC 0.000138296 0.000152484 +ACAATG 0.000220786 0.000248244 +ACAATT 0.000206914 0.000266498 +ACACAA 0.000190713 0.000292037 +ACACAC 0.000192301 0.000484578 +ACACAG 0.000381426 0.000397179 +ACACAT 0.000170805 0.000303329 +ACACCA 0.000321808 0.000264643 +ACACCC 0.000264308 0.00022335 +ACACCG 7.33837E-05 6.39563E-05 +ACACCT 0.0002965 0.000272654 +ACACGA 5.64408E-05 5.16973E-05 +ACACGC 6.88303E-05 7.03546E-05 +ACACGG 9.50917E-05 7.62152E-05 +ACACGT 4.59575E-05 7.29354E-05 +ACACTA 0.000102398 0.000155495 +ACACTC 0.000182453 0.000200337 +ACACTG 0.000406946 0.000338412 +ACACTT 0.000176311 0.000280047 +ACAGAA 0.00070874 0.000496999 +ACAGAC 0.000509874 0.000268649 +ACAGAG 0.000736908 0.000470034 +ACAGAT 0.000555196 0.000311098 +ACAGCA 0.000441255 0.000375538 +ACAGCC 0.000536453 0.000340079 +ACAGCG 0.00010621 9.16733E-05 +ACAGCT 0.000443267 0.000339622 +ACAGGA 0.000424206 0.000350456 +ACAGGC 0.000357918 0.000329271 +ACAGGG 0.000304442 0.000311259 +ACAGGT 0.000231376 0.000241684 +ACAGTA 0.000183406 0.000229022 +ACAGTC 0.000252448 0.000207811 +ACAGTG 0.00053137 0.000365215 +ACAGTT 0.000259967 0.000309915 +ACATAA 6.24767E-06 0.000260019 +ACATAC 0.000142638 0.000175954 +ACATAG 8.68321E-06 0.000182271 +ACATAT 0.000152274 0.000279536 +ACATCA 0.000237306 0.000262277 +ACATCC 0.00022481 0.000212193 +ACATCG 4.97696E-05 4.64819E-05 +ACATCT 0.000261449 0.000294134 +ACATGA 9.63624E-06 0.000276902 +ACATGC 0.000108646 0.000216172 +ACATGG 0.000144332 0.000296177 +ACATGT 0.000135649 0.000297549 +ACATTA 0.000147191 0.000257599 +ACATTC 0.000183406 0.0002676 +ACATTG 0.000159792 0.000269778 +ACATTT 0.000293535 0.000619239 +ACCAAA 0.000481812 0.000332712 +ACCAAC 0.000561761 0.000173453 +ACCAAG 0.000864085 0.000276633 +ACCAAT 0.000332397 0.000175712 +ACCACA 0.000396357 0.000311179 +ACCACC 0.000629109 0.000278219 +ACCACG 0.000199396 9.38509E-05 +ACCACT 0.000320749 0.000249749 +ACCAGA 0.000217186 0.000294054 +ACCAGC 0.000595329 0.000341745 +ACCAGG 0.00027278 0.000304135 +ACCAGT 0.000309313 0.000209316 +ACCATA 0.000143802 0.000158587 +ACCATC 0.00078403 0.00021386 +ACCATG 0.00056875 0.00028908 +ACCATT 0.000385238 0.000249427 +ACCCAA 0.000193784 0.000223323 +ACCCAC 0.000333245 0.000267251 +ACCCAG 0.000702598 0.000447694 +ACCCAT 0.000178641 0.000196197 +ACCCCA 0.000389262 0.000360725 +ACCCCC 0.000320432 0.000265584 +ACCCCG 0.000165934 0.00013251 +ACCCCT 0.000318843 0.000282198 +ACCCGA 9.7739E-05 5.58912E-05 +ACCCGC 0.00019929 0.000100679 +ACCCGG 0.00021888 0.000125977 +ACCCGT 6.99951E-05 5.21006E-05 +ACCCTA 0.000111717 0.000135225 +ACCCTC 0.000408852 0.000270934 +ACCCTG 0.000840789 0.000374275 +ACCCTT 0.000212633 0.000235259 +ACCGAA 0.000105893 4.82562E-05 +ACCGAC 0.000196431 3.87125E-05 +ACCGAG 0.000316302 8.11081E-05 +ACCGAT 9.33974E-05 2.86042E-05 +ACCGCA 7.52898E-05 6.72092E-05 +ACCGCC 0.000206703 9.55715E-05 +ACCGCG 7.29601E-05 6.05958E-05 +ACCGCT 7.22189E-05 6.11066E-05 +ACCGGA 7.61369E-05 6.09184E-05 +ACCGGC 0.000176523 7.01664E-05 +ACCGGG 0.000145497 7.96295E-05 +ACCGGT 4.82871E-05 3.3282E-05 +ACCGTA 3.8545E-05 3.1669E-05 +ACCGTC 0.000171017 5.46008E-05 +ACCGTG 0.000343622 9.57597E-05 +ACCGTT 6.42769E-05 4.5756E-05 +ACCTAA 8.7891E-06 0.000178131 +ACCTAC 0.000466669 0.000133531 +ACCTAG 8.36553E-06 0.000148317 +ACCTAT 0.000233811 0.000142215 +ACCTCA 0.000274474 0.000335589 +ACCTCC 0.000399851 0.000362957 +ACCTCG 0.000136602 9.33401E-05 +ACCTCT 0.000284216 0.000330293 +ACCTGA 1.75782E-05 0.000294538 +ACCTGC 0.000405993 0.000339218 +ACCTGG 0.000323714 0.000396507 +ACCTGT 0.000253295 0.000317953 +ACCTTA 0.000123577 0.0001759 +ACCTTC 0.000650393 0.000263702 +ACCTTG 0.000306348 0.000284483 +ACCTTT 0.000326467 0.000328787 +ACGAAA 7.12658E-05 5.71547E-05 +ACGAAC 4.37337E-05 3.26368E-05 +ACGAAG 9.68919E-05 6.21819E-05 +ACGAAT 4.08746E-05 4.0218E-05 +ACGACA 5.87705E-05 4.05675E-05 +ACGACC 7.07364E-05 3.63736E-05 +ACGACG 3.32503E-05 1.97595E-05 +ACGACT 4.60634E-05 3.91158E-05 +ACGAGA 4.36278E-05 5.97624E-05 +ACGAGC 5.95117E-05 4.75303E-05 +ACGAGG 5.53819E-05 8.42266E-05 +ACGAGT 4.01334E-05 3.93846E-05 +ACGATA 2.31905E-05 2.39534E-05 +ACGATC 6.0253E-05 3.24217E-05 +ACGATG 8.53496E-05 5.06757E-05 +ACGATT 5.17816E-05 3.86587E-05 +ACGCAA 3.75919E-05 3.89813E-05 +ACGCAC 9.54094E-05 6.09991E-05 +ACGCAG 0.000193572 9.00334E-05 +ACGCAT 3.86509E-05 4.23149E-05 +ACGCCA 9.7739E-05 7.35537E-05 +ACGCCC 0.000193678 9.65124E-05 +ACGCCG 8.40789E-05 5.55417E-05 +ACGCCT 9.53035E-05 9.78566E-05 +ACGCGA 2.12844E-05 2.15338E-05 +ACGCGC 7.32778E-05 5.20737E-05 +ACGCGG 9.12796E-05 5.32835E-05 +ACGCGT 1.69428E-05 2.29587E-05 +ACGCTA 4.25689E-05 2.69374E-05 +ACGCTC 0.000133954 5.45739E-05 +ACGCTG 0.000420924 0.000103879 +ACGCTT 5.92999E-05 5.09177E-05 +ACGGAA 0.00013046 6.79082E-05 +ACGGAC 0.000175676 4.95466E-05 +ACGGAG 0.000332821 0.000105169 +ACGGAT 0.000113729 4.08094E-05 +ACGGCA 0.000108434 6.2854E-05 +ACGGCC 0.000273203 8.03553E-05 +ACGGCG 9.2868E-05 5.16704E-05 +ACGGCT 0.000106634 6.65102E-05 +ACGGGA 8.83146E-05 7.34193E-05 +ACGGGC 0.00020162 7.09998E-05 +ACGGGG 0.000143908 0.000103126 +ACGGGT 6.50182E-05 4.35247E-05 +ACGGTA 3.8545E-05 2.64535E-05 +ACGGTC 0.000112035 3.87394E-05 +ACGGTG 0.000300418 8.67536E-05 +ACGGTT 5.96176E-05 4.38473E-05 +ACGTAA 2.64732E-06 4.21805E-05 +ACGTAC 8.01608E-05 2.91688E-05 +ACGTAG 3.07089E-06 4.03255E-05 +ACGTAT 5.12521E-05 4.46E-05 +ACGTCA 6.25826E-05 5.73698E-05 +ACGTCC 0.000105893 5.77193E-05 +ACGTCG 5.06167E-05 2.16951E-05 +ACGTCT 7.03128E-05 6.55155E-05 +ACGTGA 4.4475E-06 8.07586E-05 +ACGTGC 8.52437E-05 7.79896E-05 +ACGTGG 9.99628E-05 0.000116406 +ACGTGT 6.42769E-05 8.74526E-05 +ACGTTA 3.16619E-05 4.10514E-05 +ACGTTC 8.60908E-05 5.1079E-05 +ACGTTG 6.59712E-05 6.05152E-05 +ACGTTT 8.87381E-05 9.31251E-05 +ACTAAA 0.000229152 0.000316717 +ACTAAC 0.000109493 0.000119821 +ACTAAG 0.000158627 0.000158883 +ACTAAT 0.000143908 0.000187836 +ACTACA 0.000178112 0.000218806 +ACTACC 0.000125271 0.000119713 +ACTACG 3.53682E-05 2.9572E-05 +ACTACT 0.000144014 0.000168937 +ACTAGA 8.8844E-05 0.000165872 +ACTAGC 8.4926E-05 9.71038E-05 +ACTAGG 5.22051E-05 0.000124687 +ACTAGT 9.63624E-05 0.000113664 +ACTATA 8.81028E-05 0.000164663 +ACTATC 0.0001204 0.000105922 +ACTATG 0.000140414 0.00016977 +ACTATT 0.000181712 0.000236039 +ACTCAA 0.000192089 0.000228027 +ACTCAC 0.000190819 0.000205176 +ACTCAG 0.000379096 0.00032669 +ACTCAT 0.000187854 0.000215526 +ACTCCA 0.000330597 0.000341692 +ACTCCC 0.000219939 0.000250502 +ACTCCG 7.03128E-05 8.23985E-05 +ACTCCT 0.000304971 0.000332363 +ACTCGA 9.32915E-05 3.89276E-05 +ACTCGC 8.09021E-05 5.91172E-05 +ACTCGG 0.000109175 8.82322E-05 +ACTCGT 5.83469E-05 4.47076E-05 +ACTCTA 0.00012273 0.000164017 +ACTCTC 0.000195372 0.000217408 +ACTCTG 0.000408005 0.000373387 +ACTCTT 0.000194207 0.000299968 +ACTGAA 0.000540159 0.00041374 +ACTGAC 0.000344151 0.000212489 +ACTGAG 0.000568326 0.000347848 +ACTGAT 0.000401439 0.000245797 +ACTGCA 0.000352411 0.00042444 +ACTGCC 0.000392968 0.000288865 +ACTGCG 8.12197E-05 7.93875E-05 +ACTGCT 0.000362894 0.000319405 +ACTGGA 0.000557102 0.000342794 +ACTGGC 0.000333033 0.000242356 +ACTGGG 0.000310372 0.000326717 +ACTGGT 0.000240059 0.000211548 +ACTGTA 0.000191348 0.000291043 +ACTGTC 0.000308889 0.000239614 +ACTGTG 0.000583363 0.000405003 +ACTGTT 0.00028824 0.000332524 +ACTTAA 6.67124E-06 0.000288838 +ACTTAC 0.000174511 0.000158291 +ACTTAG 3.49446E-06 0.00017547 +ACTTAT 0.000126118 0.00019703 +ACTTCA 0.000245565 0.000323706 +ACTTCC 0.00020935 0.000308436 +ACTTCG 4.97696E-05 5.21543E-05 +ACTTCT 0.000266956 0.000361559 +ACTTGA 6.24767E-06 0.000313168 +ACTTGC 0.000107163 0.000215715 +ACTTGG 0.00012633 0.000300318 +ACTTGT 0.000135437 0.000264804 +ACTTTA 0.00016011 0.000335159 +ACTTTC 0.000238576 0.000307065 +ACTTTG 0.00025319 0.000438392 +ACTTTT 0.000257319 0.000579316 +AGAAAA 0.000467517 0.000933912 +AGAAAC 0.00026452 0.000449791 +AGAAAG 0.000399639 0.00059257 +AGAAAT 0.00037486 0.000630637 +AGAACA 0.000221422 0.000384437 +AGAACC 0.000148462 0.000257465 +AGAACG 4.65928E-05 6.64565E-05 +AGAACT 0.000208503 0.000349138 +AGAAGA 0.000317572 0.000618298 +AGAAGC 0.000218774 0.000402395 +AGAAGG 0.000184359 0.000459281 +AGAAGT 0.00021761 0.000375807 +AGAATA 0.000163075 0.000350563 +AGAATC 0.000181077 0.000290075 +AGAATG 0.000218033 0.000405621 +AGAATT 0.000320643 0.000447559 +AGACAA 0.000204055 0.00031712 +AGACAC 0.000156615 0.000288811 +AGACAG 0.000282628 0.000427477 +AGACAT 0.000174935 0.000294618 +AGACCA 0.000187113 0.000330266 +AGACCC 0.000176629 0.000281822 +AGACCG 3.64271E-05 6.53811E-05 +AGACCT 0.00019749 0.000280854 +AGACGA 7.73017E-05 5.91172E-05 +AGACGC 6.6183E-05 8.19683E-05 +AGACGG 7.42308E-05 0.000117966 +AGACGT 4.94519E-05 6.91179E-05 +AGACTA 8.6938E-05 0.000166894 +AGACTC 0.000151533 0.000261713 +AGACTG 0.000231482 0.000347714 +AGACTT 0.000169534 0.000322443 +AGAGAA 0.000565679 0.000631632 +AGAGAC 0.000322655 0.000371721 +AGAGAG 0.000490072 0.000554315 +AGAGAT 0.000404722 0.000365941 +AGAGCA 0.000262826 0.000394787 +AGAGCC 0.000287287 0.00036543 +AGAGCG 4.64869E-05 0.00011275 +AGAGCT 0.000267591 0.000380485 +AGAGGA 0.000309101 0.000527485 +AGAGGC 0.000227775 0.000418149 +AGAGGG 0.00016551 0.000405728 +AGAGGT 0.000161486 0.000294161 +AGAGTA 0.000121247 0.000203214 +AGAGTC 0.000157674 0.000232141 +AGAGTG 0.000232858 0.00032618 +AGAGTT 0.000193043 0.000307845 +AGATAA 9.95392E-06 0.000304619 +AGATAC 0.000168793 0.000181734 +AGATAG 4.87107E-06 0.000171518 +AGATAT 0.000139461 0.000257922 +AGATCA 0.00013999 0.000262492 +AGATCC 0.000111082 0.000183911 +AGATCG 2.52025E-05 6.08378E-05 +AGATCT 0.000150685 0.000242141 +AGATGA 1.26012E-05 0.000382716 +AGATGC 8.87381E-05 0.000267116 +AGATGG 0.00011034 0.000392367 +AGATGT 0.000114576 0.000331099 +AGATTA 0.000113517 0.000234022 +AGATTC 0.000120188 0.000240582 +AGATTG 0.000121035 0.000253836 +AGATTT 0.000200773 0.000464711 +AGCAAA 0.000502991 0.000422692 +AGCAAC 0.00048986 0.000218403 +AGCAAG 0.000688091 0.00034188 +AGCAAT 0.000326467 0.000262331 +AGCACA 0.000372637 0.000321878 +AGCACC 0.000547995 0.000263648 +AGCACG 0.000146556 7.33387E-05 +AGCACT 0.000285381 0.000328384 +AGCAGA 0.000264626 0.000446726 +AGCAGC 0.000949964 0.00047568 +AGCAGG 0.00028591 0.000431214 +AGCAGT 0.00044655 0.000330938 +AGCATA 0.000124636 0.000179906 +AGCATC 0.000583681 0.000247088 +AGCATG 0.000446126 0.000277332 +AGCATT 0.000320008 0.000339783 +AGCCAA 0.000259967 0.000324137 +AGCCAC 0.000404193 0.000390459 +AGCCAG 0.000836659 0.000522861 +AGCCAT 0.000219304 0.000303248 +AGCCCA 0.000357812 0.000401239 +AGCCCC 0.000633239 0.000435946 +AGCCCG 0.000192407 0.000156866 +AGCCCT 0.000417641 0.000396023 +AGCCGA 0.000145708 0.000105949 +AGCCGC 0.000362683 0.0001652 +AGCCGG 0.0003001 0.000187191 +AGCCGT 0.000114364 7.62421E-05 +AGCCTA 0.000115847 0.000171599 +AGCCTC 0.000553607 0.000502214 +AGCCTG 0.000931009 0.000572972 +AGCCTT 0.000264944 0.000351155 +AGCGAA 0.000107587 5.57568E-05 +AGCGAC 0.000272462 5.72891E-05 +AGCGAG 0.000387568 0.000125816 +AGCGAT 0.000131307 6.22357E-05 +AGCGCA 8.1961E-05 7.8124E-05 +AGCGCC 0.000300206 0.000132483 +AGCGCG 9.46681E-05 8.68074E-05 +AGCGCT 9.29738E-05 8.54094E-05 +AGCGGA 8.31258E-05 9.05711E-05 +AGCGGC 0.000302959 0.000159743 +AGCGGG 0.000196219 0.000137618 +AGCGGT 7.35955E-05 6.44939E-05 +AGCGTA 2.74262E-05 2.82547E-05 +AGCGTC 0.000172923 6.89835E-05 +AGCGTG 0.00029057 9.52489E-05 +AGCGTT 5.69703E-05 6.04883E-05 +AGCTAA 1.23895E-05 0.000222812 +AGCTAC 0.000366707 0.0002123 +AGCTAG 9.63624E-06 0.000164824 +AGCTAT 0.000200879 0.00019281 +AGCTCA 0.000278392 0.000320588 +AGCTCC 0.000526816 0.000360107 +AGCTCG 0.00012813 7.49786E-05 +AGCTCT 0.000335362 0.000376264 +AGCTGA 2.8591E-05 0.000399034 +AGCTGC 0.000401439 0.000444737 +AGCTGG 0.000311113 0.000548239 +AGCTGT 0.000248954 0.000394061 +AGCTTA 0.000104516 0.000181572 +AGCTTC 0.000531582 0.000327201 +AGCTTG 0.000239424 0.000273703 +AGCTTT 0.000315666 0.000405621 +AGGAAA 0.000492825 0.000683867 +AGGAAC 0.000312913 0.000286526 +AGGAAG 0.000656747 0.00063838 +AGGAAT 0.000248107 0.000362419 +AGGACA 0.00021168 0.000360403 +AGGACC 0.000246518 0.000259777 +AGGACG 8.47142E-05 0.000100518 +AGGACT 0.000186583 0.000303624 +AGGAGA 0.000242389 0.000550228 +AGGAGC 0.000269179 0.000403013 +AGGAGG 0.000259331 0.000620368 +AGGAGT 0.000143802 0.000324862 +AGGATA 0.000105575 0.000196197 +AGGATC 0.00021761 0.000199369 +AGGATG 0.000272886 0.000342175 +AGGATT 0.000186583 0.000298355 +AGGCAA 0.000159369 0.000277466 +AGGCAC 0.000188383 0.000272762 +AGGCAG 0.000431513 0.000585446 +AGGCAT 0.000131201 0.000278004 +AGGCCA 0.000202785 0.000394276 +AGGCCC 0.000272674 0.000371882 +AGGCCG 8.50319E-05 0.000173884 +AGGCCT 0.000239424 0.000369919 +AGGCGA 7.75135E-05 8.00058E-05 +AGGCGC 0.000117329 0.000138075 +AGGCGG 0.000151744 0.000216091 +AGGCGT 5.15698E-05 0.000101136 +AGGCTA 8.42906E-05 0.000162727 +AGGCTC 0.000206597 0.000295828 +AGGCTG 0.000472176 0.000684136 +AGGCTT 0.000151638 0.000304995 +AGGGAA 0.00032795 0.000454119 +AGGGAC 0.000323502 0.000278542 +AGGGAG 0.000477259 0.000517753 +AGGGAT 0.000223751 0.000242249 +AGGGCA 0.000173982 0.000345939 +AGGGCC 0.000298088 0.000329594 +AGGGCG 6.89362E-05 0.000126918 +AGGGCT 0.000177582 0.00034188 +AGGGGA 0.000127389 0.000391265 +AGGGGC 0.000232223 0.00035188 +AGGGGG 9.29738E-05 0.000288946 +AGGGGT 0.000105152 0.000230393 +AGGGTA 6.65007E-05 0.000146167 +AGGGTC 0.000162757 0.00021558 +AGGGTG 0.000203314 0.000303302 +AGGGTT 9.03265E-05 0.000228162 +AGGTAA 5.08285E-06 0.000191654 +AGGTAC 0.000128342 0.000119686 +AGGTAG 5.8241E-06 0.000176007 +AGGTAT 0.00010314 0.000162055 +AGGTCA 0.000118176 0.000266821 +AGGTCC 0.00013586 0.000187137 +AGGTCG 3.99216E-05 5.53535E-05 +AGGTCT 0.000123471 0.000235851 +AGGTGA 1.05893E-05 0.000309216 +AGGTGC 9.73154E-05 0.000253164 +AGGTGG 0.000119977 0.000418794 +AGGTGT 9.35033E-05 0.000269563 +AGGTTA 7.6984E-05 0.00016348 +AGGTTC 0.000160428 0.000193804 +AGGTTG 0.00010261 0.000248244 +AGGTTT 0.000173241 0.000327416 +AGTAAA 0.000287605 0.000352418 +AGTAAC 0.000182136 0.000167835 +AGTAAG 0.000177476 0.000186976 +AGTAAT 0.000193996 0.000244749 +AGTACA 0.000149732 0.000186976 +AGTACC 0.000131307 0.000118449 +AGTACG 2.63673E-05 2.47868E-05 +AGTACT 0.00013586 0.000164985 +AGTAGA 9.41387E-05 0.000239345 +AGTAGC 0.000146026 0.000209693 +AGTAGG 6.25826E-05 0.000163587 +AGTAGT 0.000144332 0.00016305 +AGTATA 8.6938E-05 0.000209988 +AGTATC 0.000126965 0.000140575 +AGTATG 0.000131731 0.000181438 +AGTATT 0.000178218 0.000330589 +AGTCAA 0.000187113 0.000212032 +AGTCAC 0.000149944 0.000232813 +AGTCAG 0.000308042 0.000275853 +AGTCAT 0.000159792 0.000245717 +AGTCCA 0.000195478 0.000224344 +AGTCCC 0.000210091 0.000264509 +AGTCCG 4.12982E-05 5.39287E-05 +AGTCCT 0.000274368 0.000275128 +AGTCGA 7.15835E-05 3.45724E-05 +AGTCGC 8.1008E-05 4.93316E-05 +AGTCGG 8.55614E-05 6.95481E-05 +AGTCGT 6.26885E-05 4.10783E-05 +AGTCTA 7.94196E-05 0.000144795 +AGTCTC 0.000166569 0.000276875 +AGTCTG 0.000245459 0.000293193 +AGTCTT 0.000173982 0.000302065 +AGTGAA 0.000643087 0.000376049 +AGTGAC 0.000554666 0.000254588 +AGTGAG 0.00062032 0.000393093 +AGTGAT 0.000513898 0.000293543 +AGTGCA 0.000271509 0.000293758 +AGTGCC 0.000458516 0.000267062 +AGTGCG 7.4019E-05 6.32573E-05 +AGTGCT 0.00032975 0.000342471 +AGTGGA 0.000388203 0.000324378 +AGTGGC 0.000439561 0.000322174 +AGTGGG 0.000344151 0.000321529 +AGTGGT 0.000272356 0.000257573 +AGTGTA 0.000130883 0.00020601 +AGTGTC 0.000249272 0.000229775 +AGTGTG 0.00040504 0.000332309 +AGTGTT 0.0002372 0.000344326 +AGTTAA 8.25964E-06 0.000275531 +AGTTAC 0.000146767 0.000173749 +AGTTAG 3.91803E-06 0.000157296 +AGTTAT 0.000143591 0.000249158 +AGTTCA 0.000210197 0.000285989 +AGTTCC 0.000202679 0.000235044 +AGTTCG 3.44151E-05 4.97348E-05 +AGTTCT 0.000259014 0.000335293 +AGTTGA 6.67124E-06 0.000244641 +AGTTGC 6.53358E-05 0.000196439 +AGTTGG 9.10678E-05 0.000245045 +AGTTGT 0.00010314 0.000266337 +AGTTTA 0.000149732 0.000312738 +AGTTTC 0.000193148 0.000345993 +AGTTTG 0.000200031 0.000364946 +AGTTTT 0.000230529 0.000564046 +ATAAAA 0.000320114 0.00082963 +ATAAAC 0.000135225 0.000319728 +ATAAAG 0.000258167 0.000440758 +ATAAAT 0.000223857 0.000644509 +ATAACA 0.000147403 0.000241496 +ATAACC 9.65742E-05 0.000137376 +ATAACG 2.61555E-05 3.19109E-05 +ATAACT 0.000139249 0.000233619 +ATAAGA 0.000119977 0.000257841 +ATAAGC 8.37612E-05 0.00016227 +ATAAGG 7.43367E-05 0.000176303 +ATAAGT 0.000102187 0.000196493 +ATAATA 9.5833E-05 0.000375699 +ATAATC 0.000101233 0.00019125 +ATAATG 0.000163922 0.000297011 +ATAATT 0.000176629 0.000439064 +ATACAA 0.000128766 0.000292817 +ATACAC 7.5078E-05 0.000174287 +ATACAG 0.000206173 0.000242787 +ATACAT 0.00011267 0.000297791 +ATACCA 0.000131413 0.000181277 +ATACCC 8.60908E-05 0.000115385 +ATACCG 1.8743E-05 2.48674E-05 +ATACCT 0.000132048 0.000193132 +ATACGA 3.90744E-05 3.09162E-05 +ATACGC 2.38259E-05 2.29855E-05 +ATACGG 4.27807E-05 2.9814E-05 +ATACGT 2.41435E-05 4.35247E-05 +ATACTA 5.48525E-05 0.000164851 +ATACTC 5.85587E-05 0.000131864 +ATACTG 0.000132154 0.000237571 +ATACTT 0.000102187 0.000276122 +ATAGAA 0.000398686 0.000320749 +ATAGAC 0.000186477 0.000126004 +ATAGAG 0.000251284 0.000195337 +ATAGAT 0.000255519 0.000207488 +ATAGCA 0.00018976 0.00020316 +ATAGCC 0.000155556 0.000125574 +ATAGCG 2.61555E-05 2.54588E-05 +ATAGCT 0.000166252 0.000186008 +ATAGGA 0.000144861 0.000194127 +ATAGGC 9.06442E-05 0.000112078 +ATAGGG 7.76194E-05 0.000117455 +ATAGGT 7.59251E-05 0.000130574 +ATAGTA 9.19149E-05 0.000176411 +ATAGTC 7.68781E-05 0.000111944 +ATAGTG 0.000156192 0.000167727 +ATAGTT 0.000119447 0.000226119 +ATATAA 6.56535E-06 0.000384921 +ATATAC 7.03128E-05 0.000211628 +ATATAG 2.965E-06 0.000195928 +ATATAT 0.000124636 0.00059999 +ATATCA 0.000119871 0.00022671 +ATATCC 9.45622E-05 0.000151113 +ATATCG 1.78959E-05 2.45179E-05 +ATATCT 0.000126436 0.000246093 +ATATGA 7.83606E-06 0.000262573 +ATATGC 6.20532E-05 0.000184987 +ATATGG 8.30199E-05 0.000190417 +ATATGT 0.000106105 0.000350025 +ATATTA 0.000107058 0.000351343 +ATATTC 0.000124106 0.000273972 +ATATTG 9.48799E-05 0.000290639 +ATATTT 0.000244295 0.000808634 +ATCAAA 0.00048393 0.000314647 +ATCAAC 0.000584846 0.000148263 +ATCAAG 0.00076857 0.000225635 +ATCAAT 0.000378884 0.000201063 +ATCACA 0.000389685 0.000272493 +ATCACC 0.000614707 0.000207085 +ATCACG 0.000172499 6.22895E-05 +ATCACT 0.000352941 0.000264293 +ATCAGA 0.000231587 0.000294403 +ATCAGC 0.000525546 0.000217059 +ATCAGG 0.000213268 0.00020937 +ATCAGT 0.000301477 0.000233243 +ATCATA 0.000156298 0.000198536 +ATCATC 0.00076624 0.000199154 +ATCATG 0.000570233 0.000245448 +ATCATT 0.000411817 0.000322389 +ATCCAA 0.000230634 0.000208295 +ATCCAC 0.000436172 0.000195122 +ATCCAG 0.000905383 0.000292736 +ATCCAT 0.000257743 0.000231307 +ATCCCA 0.000325408 0.000348197 +ATCCCC 0.000430984 0.000207273 +ATCCCG 0.000136813 6.57037E-05 +ATCCCT 0.000325091 0.000257223 +ATCCGA 0.000183618 3.54327E-05 +ATCCGC 0.000331974 5.13747E-05 +ATCCGG 0.000311748 4.95197E-05 +ATCCGT 0.000118494 4.30139E-05 +ATCCTA 0.000154815 0.000164555 +ATCCTC 0.000515592 0.000250663 +ATCCTG 0.001014559 0.000331987 +ATCCTT 0.000261343 0.000280719 +ATCGAA 0.000129825 3.5352E-05 +ATCGAC 0.00028231 2.32275E-05 +ATCGAG 0.000379308 4.57291E-05 +ATCGAT 0.000144014 3.15346E-05 +ATCGCA 0.00010314 4.09976E-05 +ATCGCC 0.000327738 4.98961E-05 +ATCGCG 8.41847E-05 2.57277E-05 +ATCGCT 0.000117753 6.51123E-05 +ATCGGA 7.82548E-05 3.80135E-05 +ATCGGC 0.000202361 3.79329E-05 +ATCGGG 0.000155662 4.31214E-05 +ATCGGT 5.97235E-05 2.70719E-05 +ATCGTA 4.61692E-05 2.83892E-05 +ATCGTC 0.00021295 3.71801E-05 +ATCGTG 0.000384603 5.79343E-05 +ATCGTT 7.42308E-05 4.25569E-05 +ATCTAA 9.95392E-06 0.000196412 +ATCTAC 0.000451844 0.000141596 +ATCTAG 9.84803E-06 0.000147591 +ATCTAT 0.000278922 0.000204074 +ATCTCA 0.000236988 0.00032091 +ATCTCC 0.000491025 0.000256632 +ATCTCG 9.74213E-05 7.27472E-05 +ATCTCT 0.000298618 0.000357015 +ATCTGA 1.8743E-05 0.000297737 +ATCTGC 0.000401016 0.000271256 +ATCTGG 0.000308677 0.000276472 +ATCTGT 0.000279663 0.000353682 +ATCTTA 0.00014645 0.000235286 +ATCTTC 0.000623391 0.000285747 +ATCTTG 0.00029004 0.000296742 +ATCTTT 0.000361836 0.000431994 +ATGAAA 0.00058654 0.0005541 +ATGAAC 0.000458092 0.000228834 +ATGAAG 0.000847777 0.000391695 +ATGAAT 0.000436914 0.000381668 +ATGACA 0.000318843 0.000271633 +ATGACC 0.000381002 0.000175819 +ATGACG 0.000111293 4.41968E-05 +ATGACT 0.000294382 0.000256847 +ATGAGA 0.000269603 0.000333707 +ATGAGC 0.000331338 0.000210177 +ATGAGG 0.000280086 0.000284537 +ATGAGT 0.000240377 0.000224936 +ATGATA 0.000144014 0.000226361 +ATGATC 0.000369778 0.000179583 +ATGATG 0.000524699 0.000293758 +ATGATT 0.000321702 0.000319808 +ATGCAA 0.000250754 0.000269697 +ATGCAC 0.000263567 0.000191089 +ATGCAG 0.000657382 0.000309135 +ATGCAT 0.000208397 0.000275988 +ATGCCA 0.00032202 0.000287171 +ATGCCC 0.00035707 0.000216521 +ATGCCG 0.000109281 5.19662E-05 +ATGCCT 0.000330385 0.000319862 +ATGCGA 8.00549E-05 3.33895E-05 +ATGCGC 0.000150474 4.41699E-05 +ATGCGG 0.000203844 4.86057E-05 +ATGCGT 7.25365E-05 4.25569E-05 +ATGCTA 0.000145603 0.000185551 +ATGCTC 0.000299782 0.000190094 +ATGCTG 0.000857414 0.000370376 +ATGCTT 0.000246518 0.000309861 +ATGGAA 0.000771005 0.000427504 +ATGGAC 0.000632074 0.000193804 +ATGGAG 0.001106791 0.000357042 +ATGGAT 0.000603377 0.000258218 +ATGGCA 0.000487848 0.000287897 +ATGGCC 0.000696774 0.00021058 +ATGGCG 0.000296182 7.33387E-05 +ATGGCT 0.000546407 0.000278327 +ATGGGA 0.000343516 0.000310211 +ATGGGC 0.000454492 0.000185067 +ATGGGG 0.000320643 0.000289134 +ATGGGT 0.000226505 0.000177782 +ATGGTA 0.000157886 0.000191062 +ATGGTC 0.000277651 0.000155468 +ATGGTG 0.000652405 0.000317254 +ATGGTT 0.000243236 0.000245125 +ATGTAA 1.32366E-05 0.000375189 +ATGTAC 0.000299465 0.00019488 +ATGTAG 8.57731E-06 0.000206413 +ATGTAT 0.000242283 0.000387797 +ATGTCA 0.000238788 0.000287225 +ATGTCC 0.000314925 0.00019453 +ATGTCG 0.000110976 3.4196E-05 +ATGTCT 0.000318525 0.000294054 +ATGTGA 2.0755E-05 0.000377904 +ATGTGC 0.00019929 0.000247061 +ATGTGG 0.000252342 0.000323088 +ATGTGT 0.000190078 0.000404976 +ATGTTA 0.000155133 0.000312469 +ATGTTC 0.000340975 0.000263299 +ATGTTG 0.000256049 0.000341073 +ATGTTT 0.00037359 0.000580499 +ATTAAA 0.000411076 0.000617169 +ATTAAC 0.00017737 0.00018703 +ATTAAG 0.0002965 0.000241173 +ATTAAT 0.000257637 0.000347445 +ATTACA 0.000203738 0.000346907 +ATTACC 0.00013226 0.000145091 +ATTACG 3.12384E-05 3.0056E-05 +ATTACT 0.000174088 0.000240743 +ATTAGA 0.0001186 0.000229963 +ATTAGC 9.93274E-05 0.000181062 +ATTAGG 6.62889E-05 0.000161141 +ATTAGT 0.000119447 0.000179422 +ATTATA 0.000123153 0.00034895 +ATTATC 0.000162863 0.000190148 +ATTATG 0.000185101 0.000261041 +ATTATT 0.000273945 0.000539098 +ATTCAA 0.000276168 0.000307388 +ATTCAC 0.000259755 0.00022757 +ATTCAG 0.00051951 0.000337498 +ATTCAT 0.000357918 0.00035594 +ATTCCA 0.000347011 0.000334756 +ATTCCC 0.000237306 0.00024155 +ATTCCG 5.30523E-05 4.68851E-05 +ATTCCT 0.000376978 0.000363199 +ATTCGA 0.000142108 3.52983E-05 +ATTCGC 0.000101869 2.89806E-05 +ATTCGG 0.000119023 3.99223E-05 +ATTCGT 9.55153E-05 4.12933E-05 +ATTCTA 0.000129083 0.000276687 +ATTCTC 0.000257214 0.000338815 +ATTCTG 0.000401122 0.000413068 +ATTCTT 0.000302112 0.000445328 +ATTGAA 0.00073066 0.000340428 +ATTGAC 0.000496425 0.000158291 +ATTGAG 0.00062625 0.000228458 +ATTGAT 0.000567585 0.000243028 +ATTGCA 0.000376661 0.000267977 +ATTGCC 0.000448562 0.000192326 +ATTGCG 6.04648E-05 3.31207E-05 +ATTGCT 0.000463069 0.000310668 +ATTGGA 0.000393709 0.000251604 +ATTGGC 0.000335786 0.000176814 +ATTGGG 0.000285275 0.00018504 +ATTGGT 0.000268544 0.000198966 +ATTGTA 0.000203314 0.000312496 +ATTGTC 0.000291205 0.000209236 +ATTGTG 0.000493778 0.000313276 +ATTGTT 0.00031429 0.000386587 +ATTTAA 1.30248E-05 0.000600393 +ATTTAC 0.000182241 0.000275128 +ATTTAG 7.09482E-06 0.000287602 +ATTTAT 0.000255519 0.000643165 +ATTTCA 0.000252025 0.000519796 +ATTTCC 0.000227775 0.000398013 +ATTTCG 3.22973E-05 4.33903E-05 +ATTTCT 0.000327103 0.000628675 +ATTTGA 1.00598E-05 0.000439978 +ATTTGC 0.00011214 0.000305936 +ATTTGG 0.000139461 0.000380673 +ATTTGT 0.000154921 0.000506435 +ATTTTA 0.000236353 0.000823474 +ATTTTC 0.000243765 0.000609749 +ATTTTG 0.000305183 0.000655343 +ATTTTT 0.000280616 0.00129582 +CAAAAA 0.000373801 0.00062803 +CAAAAC 0.000229681 0.000338519 +CAAAAG 0.000388415 0.000377259 +CAAAAT 0.000329009 0.000487831 +CAAACA 0.00023667 0.000346907 +CAAACC 0.00016371 0.000233108 +CAAACG 4.76517E-05 5.81225E-05 +CAAACT 0.00019156 0.000305829 +CAAAGA 0.000273945 0.000407288 +CAAAGC 0.000201196 0.000307711 +CAAAGG 0.000190078 0.000331099 +CAAAGT 0.000190819 0.000362903 +CAAATA 0.000158733 0.000382474 +CAAATC 0.000170699 0.000232383 +CAAATG 0.000265791 0.000378737 +CAAATT 0.000233917 0.000364247 +CAACAA 0.000264626 0.000269321 +CAACAC 0.00013459 0.000194638 +CAACAG 0.000421241 0.000280746 +CAACAT 0.000191772 0.000277843 +CAACCA 0.000185842 0.000217677 +CAACCC 0.000142955 0.000193993 +CAACCG 3.53682E-05 4.16966E-05 +CAACCT 0.000178323 0.00026475 +CAACGA 5.85587E-05 4.03255E-05 +CAACGC 5.17816E-05 4.57023E-05 +CAACGG 5.88764E-05 4.42774E-05 +CAACGT 4.73341E-05 5.24769E-05 +CAACTA 0.000106528 0.000135548 +CAACTC 0.000162016 0.000202649 +CAACTG 0.000289511 0.000236953 +CAACTT 0.000199714 0.000257788 +CAAGAA 0.000737331 0.000426536 +CAAGAC 0.000346163 0.000256201 +CAAGAG 0.000571927 0.000339837 +CAAGAT 0.000460739 0.000278972 +CAAGCA 0.000318737 0.000300479 +CAAGCC 0.000338221 0.000257357 +CAAGCG 5.62291E-05 8.00865E-05 +CAAGCT 0.000312913 0.000259508 +CAAGGA 0.000370095 0.000361048 +CAAGGC 0.000293641 0.000276095 +CAAGGG 0.0002408 0.000260583 +CAAGGT 0.000207444 0.00022835 +CAAGTA 0.000155662 0.000211091 +CAAGTC 0.000202679 0.000201628 +CAAGTG 0.000360459 0.000297011 +CAAGTT 0.0002354 0.000268138 +CAATAA 1.00598E-05 0.000339487 +CAATAC 9.98569E-05 0.00011724 +CAATAG 4.55339E-06 0.000134902 +CAATAT 0.000154074 0.000227651 +CAATCA 0.00010314 0.000194261 +CAATCC 8.70439E-05 0.000141919 +CAATCG 1.32366E-05 2.70987E-05 +CAATCT 0.000106634 0.000189933 +CAATGA 7.09482E-06 0.000237598 +CAATGC 7.24306E-05 0.000159689 +CAATGG 9.59388E-05 0.000200149 +CAATGT 0.000120506 0.000230877 +CAATTA 9.66801E-05 0.000198294 +CAATTC 0.000110764 0.000193536 +CAATTG 8.79969E-05 0.00015614 +CAATTT 0.000155662 0.000330427 +CACAAA 0.000318949 0.000353977 +CACAAC 0.000350187 0.000173857 +CACAAG 0.000526393 0.000249077 +CACAAT 0.000241965 0.000222839 +CACACA 0.000316619 0.000580956 +CACACC 0.000344893 0.000305291 +CACACG 0.000198655 9.84749E-05 +CACACT 0.000297029 0.000282171 +CACAGA 0.000231058 0.000443796 +CACAGC 0.000484248 0.000405863 +CACAGG 0.000264097 0.000385861 +CACAGT 0.000275851 0.000326207 +CACATA 0.000119341 0.000221414 +CACATC 0.000485412 0.000242975 +CACATG 0.000410758 0.000294269 +CACATT 0.000261767 0.000344756 +CACCAA 0.000166781 0.000263702 +CACCAC 0.000363953 0.000352364 +CACCAG 0.000653147 0.000364139 +CACCAT 0.000194737 0.00031306 +CACCCA 0.000258696 0.000394867 +CACCCC 0.000328479 0.000401723 +CACCCG 0.000167522 0.000124014 +CACCCT 0.000254884 0.000339218 +CACCGA 0.000112035 6.85534E-05 +CACCGC 0.000232858 0.000139311 +CACCGG 0.000226822 9.42004E-05 +CACCGT 7.8996E-05 9.80448E-05 +CACCTA 0.000109493 0.000167378 +CACCTC 0.000376978 0.000396427 +CACCTG 0.000816327 0.00048767 +CACCTT 0.000221634 0.000318357 +CACGAA 9.64683E-05 5.6617E-05 +CACGAC 0.000169958 4.37129E-05 +CACGAG 0.00029004 7.74788E-05 +CACGAT 9.15972E-05 4.82562E-05 +CACGCA 8.01608E-05 8.86086E-05 +CACGCC 0.000209879 0.00014985 +CACGCG 8.23846E-05 4.93584E-05 +CACGCT 7.57133E-05 8.506E-05 +CACGGA 8.79969E-05 8.93613E-05 +CACGGC 0.000215704 0.000100787 +CACGGG 0.000164663 9.5222E-05 +CACGGT 5.7288E-05 7.75863E-05 +CACGTA 3.87568E-05 4.58367E-05 +CACGTC 0.000150474 7.20483E-05 +CACGTG 0.00033208 0.000139473 +CACGTT 5.66526E-05 7.76669E-05 +CACTAA 8.04785E-06 0.000181008 +CACTAC 0.000305924 0.000129794 +CACTAG 8.68321E-06 0.000128692 +CACTAT 0.0001833 0.000154742 +CACTCA 0.000183618 0.000268299 +CACTCC 0.000244506 0.000328949 +CACTCG 0.000109175 6.82308E-05 +CACTCT 0.000168264 0.000292226 +CACTGA 2.6685E-05 0.000349595 +CACTGC 0.00034214 0.000447183 +CACTGG 0.000285169 0.000362849 +CACTGT 0.000218774 0.000381237 +CACTTA 0.000104198 0.000206951 +CACTTC 0.000401439 0.000290908 +CACTTG 0.000226293 0.000293059 +CACTTT 0.000246307 0.000446995 +CAGAAA 0.000882616 0.000611308 +CAGAAC 0.00069561 0.000303651 +CAGAAG 0.001308093 0.000517242 +CAGAAT 0.000596706 0.000389141 +CAGACA 0.000456186 0.000361128 +CAGACC 0.000563985 0.000279617 +CAGACG 0.000218457 9.04905E-05 +CAGACT 0.000369778 0.000297065 +CAGAGA 0.00052957 0.000542324 +CAGAGC 0.000701857 0.000484229 +CAGAGG 0.000591517 0.00054141 +CAGAGT 0.000423571 0.000354676 +CAGATA 0.000246095 0.00023499 +CAGATC 0.000675702 0.000220903 +CAGATG 0.000750991 0.000380861 +CAGATT 0.000467411 0.000320238 +CAGCAA 0.000534653 0.000356531 +CAGCAC 0.000604436 0.000381936 +CAGCAG 0.001754749 0.000593215 +CAGCAT 0.000370942 0.00033411 +CAGCCA 0.000576057 0.00050087 +CAGCCC 0.000809338 0.000587301 +CAGCCG 0.000286758 0.000188508 +CAGCCT 0.000615661 0.000743253 +CAGCGA 0.000200031 9.93621E-05 +CAGCGC 0.000418594 0.000152699 +CAGCGG 0.000465187 0.000176706 +CAGCGT 0.000157145 0.000102723 +CAGCTA 0.000263991 0.000278999 +CAGCTC 0.000791443 0.000445651 +CAGCTG 0.001692166 0.000580096 +CAGCTT 0.000463916 0.000404438 +CAGGAA 0.000947211 0.000534824 +CAGGAC 0.000887064 0.000330965 +CAGGAG 0.001733041 0.000648515 +CAGGAT 0.000633451 0.000303732 +CAGGCA 0.000539418 0.000461163 +CAGGCC 0.001043361 0.000450167 +CAGGCG 0.000304865 0.000192568 +CAGGCT 0.000618837 0.000518774 +CAGGGA 0.00038132 0.000473207 +CAGGGC 0.000751309 0.00044393 +CAGGGG 0.000370095 0.000380485 +CAGGGT 0.000317149 0.000315507 +CAGGTA 0.000162969 0.000177728 +CAGGTC 0.000429501 0.000229076 +CAGGTG 0.000948376 0.000429064 +CAGGTT 0.000287075 0.000268434 +CAGTAA 1.32366E-05 0.000251443 +CAGTAC 0.000486895 0.000134203 +CAGTAG 1.23895E-05 0.000194208 +CAGTAT 0.000392862 0.000240582 +CAGTCA 0.000326467 0.000270934 +CAGTCC 0.000421136 0.000259454 +CAGTCG 0.000117859 6.13486E-05 +CAGTCT 0.000383861 0.000317335 +CAGTGA 4.20394E-05 0.000447237 +CAGTGC 0.000402181 0.000310291 +CAGTGG 0.000451527 0.000463797 +CAGTGT 0.00037899 0.000378952 +CAGTTA 0.000210515 0.000226683 +CAGTTC 0.000566314 0.000271283 +CAGTTG 0.000356753 0.000267331 +CAGTTT 0.000542489 0.000449925 +CATAAA 0.000238047 0.000313706 +CATAAC 0.000109705 0.000128827 +CATAAG 0.000214115 0.000160334 +CATAAT 0.000163604 0.000233619 +CATACA 0.000140414 0.000201305 +CATACC 0.00011267 0.000120358 +CATACG 3.03912E-05 3.13195E-05 +CATACT 0.00024133 0.00017262 +CATAGA 9.3821E-05 0.000188051 +CATAGC 0.000100386 0.000142188 +CATAGG 6.07824E-05 0.00013786 +CATAGT 0.000110658 0.000160092 +CATATA 7.52898E-05 0.000234291 +CATATC 0.000112776 0.000141274 +CATATG 0.000134696 0.000205096 +CATATT 0.0001761 0.000322792 +CATCAA 0.000183089 0.000227248 +CATCAC 0.000177053 0.000236765 +CATCAG 0.000442632 0.000288946 +CATCAT 0.000184677 0.00026838 +CATCCA 0.000208291 0.000290021 +CATCCC 0.000170593 0.000302441 +CATCCG 4.28866E-05 5.9171E-05 +CATCCT 0.000237835 0.0003436 +CATCGA 8.79969E-05 3.77716E-05 +CATCGC 7.15835E-05 6.34186E-05 +CATCGG 0.000103034 5.16973E-05 +CATCGT 6.52299E-05 5.78537E-05 +CATCTA 9.31856E-05 0.000185471 +CATCTC 0.000191242 0.000366236 +CATCTG 0.000312913 0.000392098 +CATCTT 0.000192089 0.000388173 +CATGAA 0.000491342 0.000339514 +CATGAC 0.00030836 0.000180228 +CATGAG 0.000446232 0.000274375 +CATGAT 0.000305289 0.000241335 +CATGCA 0.000236988 0.000259024 +CATGCC 0.00032615 0.000286795 +CATGCG 5.59114E-05 5.80956E-05 +CATGCT 0.000284852 0.000266014 +CATGGA 0.000315137 0.000322255 +CATGGC 0.000315772 0.000259616 +CATGGG 0.000244824 0.000260422 +CATGGT 0.000201937 0.000271014 +CATGTA 0.000120718 0.000246604 +CATGTC 0.000212633 0.000201063 +CATGTG 0.000376661 0.000350187 +CATGTT 0.000203844 0.000372688 +CATTAA 9.00088E-06 0.000301124 +CATTAC 0.000145497 0.00014614 +CATTAG 5.71821E-06 0.000172432 +CATTAT 0.000172923 0.000269993 +CATTCA 0.000185101 0.000324862 +CATTCC 0.000169852 0.000295774 +CATTCG 3.25091E-05 4.31483E-05 +CATTCT 0.000198125 0.000386372 +CATTGA 5.18875E-06 0.000236576 +CATTGC 8.47142E-05 0.000230312 +CATTGG 7.59251E-05 0.000209827 +CATTGT 9.02206E-05 0.000320695 +CATTTA 0.000137449 0.000421778 +CATTTC 0.000186371 0.000451888 +CATTTG 0.000194207 0.000436403 +CATTTT 0.000237623 0.000797719 +CCAAAA 0.000325408 0.000388415 +CCAAAC 0.000230634 0.000245609 +CCAAAG 0.000425054 0.000422934 +CCAAAT 0.000323608 0.000333385 +CCAACA 0.000267909 0.000269401 +CCAACC 0.000211997 0.000221602 +CCAACG 6.23708E-05 5.23694E-05 +CCAACT 0.00021168 0.000223269 +CCAAGA 0.000218033 0.000367796 +CCAAGC 0.000226505 0.000272869 +CCAAGG 0.000184253 0.000383254 +CCAAGT 0.000210621 0.000286177 +CCAATA 0.000105363 0.000168023 +CCAATC 0.000119871 0.000136354 +CCAATG 0.000212527 0.000178642 +CCAATT 0.000179171 0.000184852 +CCACAA 0.00018383 0.000254266 +CCACAC 0.0001797 0.000303893 +CCACAG 0.000492719 0.000447049 +CCACAT 0.000159475 0.00027873 +CCACCA 0.000530523 0.000449011 +CCACCC 0.00049399 0.000500601 +CCACCG 0.000166569 0.000153613 +CCACCT 0.000526711 0.000472588 +CCACGA 8.09021E-05 7.24515E-05 +CCACGC 9.09619E-05 0.000129606 +CCACGG 0.000132578 0.000126972 +CCACGT 5.77116E-05 0.000112401 +CCACTA 9.57271E-05 0.000150898 +CCACTC 0.00020702 0.000280182 +CCACTG 0.000450256 0.000449173 +CCACTT 0.000187536 0.000293865 +CCAGAA 0.000764546 0.000453393 +CCAGAC 0.00052544 0.00029529 +CCAGAG 0.000940116 0.000522431 +CCAGAT 0.000562396 0.000281284 +CCAGCA 0.000454492 0.000514258 +CCAGCC 0.000677502 0.00073664 +CCAGCG 0.000138614 0.00016641 +CCAGCT 0.000494731 0.000568375 +CCAGGA 0.000514639 0.000585338 +CCAGGC 0.000532323 0.000648784 +CCAGGG 0.00047387 0.000522807 +CCAGGT 0.000286863 0.000350617 +CCAGTA 0.000174405 0.000177728 +CCAGTC 0.000241435 0.000261229 +CCAGTG 0.000497272 0.000388469 +CCAGTT 0.000284852 0.000299081 +CCATAA 6.45946E-06 0.000179717 +CCATAC 0.000148568 0.000113557 +CCATAG 6.56535E-06 0.000145978 +CCATAT 0.000196113 0.000183777 +CCATCA 0.00025446 0.000277063 +CCATCC 0.000275427 0.000326422 +CCATCG 6.54417E-05 6.48703E-05 +CCATCT 0.000309736 0.000397556 +CCATGA 1.27071E-05 0.000260557 +CCATGC 9.51976E-05 0.000256443 +CCATGG 0.000144014 0.000304458 +CCATGT 0.000112246 0.000328761 +CCATTA 0.000102928 0.000185229 +CCATTC 0.000172393 0.000266901 +CCATTG 0.000164028 0.000234802 +CCATTT 0.000271191 0.000436698 +CCCAAA 0.000517922 0.000409196 +CCCAAC 0.000556572 0.000230124 +CCCAAG 0.000875627 0.000372446 +CCCAAT 0.000310901 0.000158506 +CCCACA 0.000388521 0.000356182 +CCCACC 0.000621591 0.000554073 +CCCACG 0.000245142 0.000134956 +CCCACT 0.000311748 0.000337874 +CCCAGA 0.000252025 0.000496999 +CCCAGC 0.000863767 0.000778524 +CCCAGG 0.000404404 0.000770379 +CCCAGT 0.000375708 0.000345912 +CCCATA 0.000101339 0.000138317 +CCCATC 0.000611319 0.00032091 +CCCATG 0.000510721 0.000277923 +CCCATT 0.000280086 0.000268944 +CCCCAA 0.00021168 0.000343923 +CCCCAC 0.000333456 0.000471728 +CCCCAG 0.000885475 0.000627438 +CCCCAT 0.000178112 0.00031091 +CCCCCA 0.000567585 0.000472884 +CCCCCC 0.000311325 0.000270423 +CCCCCG 0.000320008 0.000194799 +CCCCCT 0.000421665 0.000349327 +CCCCGA 0.000156827 0.000129095 +CCCCGC 0.000252025 0.00029685 +CCCCGG 0.00035707 0.00024077 +CCCCGT 8.6938E-05 0.000124176 +CCCCTA 8.84205E-05 0.000158103 +CCCCTC 0.00035347 0.00051208 +CCCCTG 0.000796314 0.000458662 +CCCCTT 0.000173241 0.000359704 +CCCGAA 0.000131731 7.06234E-05 +CCCGAC 0.000281992 8.89312E-05 +CCCGAG 0.000525652 0.000178696 +CCCGAT 0.000105257 4.13471E-05 +CCCGCA 0.000114364 0.000121326 +CCCGCC 0.000339069 0.000353305 +CCCGCG 0.000177159 0.00016891 +CCCGCT 0.00010261 0.000143156 +CCCGGA 0.000122518 0.000149527 +CCCGGC 0.000317361 0.000303947 +CCCGGG 0.000269815 0.000300264 +CCCGGT 7.16894E-05 8.73182E-05 +CCCGTA 3.12384E-05 3.45186E-05 +CCCGTC 0.000142743 0.000122482 +CCCGTG 0.000333456 0.000122858 +CCCGTT 4.79694E-05 6.36337E-05 +CCCTAA 1.02716E-05 0.000172163 +CCCTAC 0.000454809 0.000154931 +CCCTAG 1.0907E-05 0.000169233 +CCCTAT 0.000297876 0.000130574 +CCCTCA 0.000272992 0.00035723 +CCCTCC 0.000455551 0.000650397 +CCCTCG 0.000187642 0.000141059 +CCCTCT 0.000305183 0.000459361 +CCCTGA 3.08148E-05 0.00038285 +CCCTGC 0.000375813 0.000563132 +CCCTGG 0.000364165 0.000580123 +CCCTGT 0.00020342 0.00039925 +CCCTTA 9.11737E-05 0.000165227 +CCCTTC 0.000547148 0.000436107 +CCCTTG 0.000282734 0.000304243 +CCCTTT 0.000294064 0.000406051 +CCGAAA 6.21591E-05 5.987E-05 +CCGAAC 5.54878E-05 4.00298E-05 +CCGAAG 0.000129189 8.65923E-05 +CCGAAT 4.92401E-05 4.16428E-05 +CCGACA 4.73341E-05 5.09446E-05 +CCGACC 8.61967E-05 7.93875E-05 +CCGACG 4.0451E-05 3.80404E-05 +CCGACT 4.56398E-05 6.29347E-05 +CCGAGA 4.53221E-05 0.000123235 +CCGAGC 0.000113623 0.000147403 +CCGAGG 8.06903E-05 0.000190148 +CCGAGT 5.62291E-05 9.56521E-05 +CCGATA 1.8743E-05 1.81196E-05 +CCGATC 4.59575E-05 3.34971E-05 +CCGATG 6.85126E-05 4.6912E-05 +CCGATT 3.78037E-05 3.91964E-05 +CCGCAA 3.86509E-05 5.14285E-05 +CCGCAC 0.000121671 9.12432E-05 +CCGCAG 0.000283793 0.000176411 +CCGCAT 3.98157E-05 5.20199E-05 +CCGCCA 0.000162016 0.00015407 +CCGCCC 0.000337268 0.000328787 +CCGCCG 0.000271509 0.000248728 +CCGCCT 0.000165299 0.000231684 +CCGCGA 3.01794E-05 5.86333E-05 +CCGCGC 0.000133954 0.000192138 +CCGCGG 0.000145708 0.000187567 +CCGCGT 2.35082E-05 5.76924E-05 +CCGCTA 3.11325E-05 3.6293E-05 +CCGCTC 0.000159686 0.000135682 +CCGCTG 0.000429289 0.00017762 +CCGCTT 5.18875E-05 8.32588E-05 +CCGGAA 0.000131519 0.000100249 +CCGGAC 0.000207656 9.0141E-05 +CCGGAG 0.00036893 0.00018297 +CCGGAT 0.000121353 5.24769E-05 +CCGGCA 0.000113411 0.000110599 +CCGGCC 0.000352623 0.000267197 +CCGGCG 0.00014052 0.000153775 +CCGGCT 0.000130672 0.000165039 +CCGGGA 0.000117647 0.000189422 +CCGGGC 0.000286016 0.000268165 +CCGGGG 0.000215915 0.000222893 +CCGGGT 8.84205E-05 0.000127644 +CCGGTA 2.54143E-05 3.03786E-05 +CCGGTC 9.91156E-05 6.98707E-05 +CCGGTG 0.000240377 0.000102696 +CCGGTT 4.84989E-05 5.44932E-05 +CCGTAA 1.37661E-06 3.41423E-05 +CCGTAC 8.05844E-05 2.51362E-05 +CCGTAG 2.22375E-06 4.16966E-05 +CCGTAT 5.7288E-05 3.29863E-05 +CCGTCA 5.5276E-05 6.1698E-05 +CCGTCC 0.000142532 0.000120089 +CCGTCG 6.13119E-05 4.51646E-05 +CCGTCT 6.53358E-05 0.000122455 +CCGTGA 4.87107E-06 8.6216E-05 +CCGTGC 7.65605E-05 0.000106056 +CCGTGG 8.81028E-05 0.000151516 +CCGTGT 4.6381E-05 0.000104873 +CCGTTA 2.20257E-05 3.25561E-05 +CCGTTC 7.85724E-05 5.88484E-05 +CCGTTG 5.24169E-05 5.6402E-05 +CCGTTT 5.77116E-05 8.08661E-05 +CCTAAA 0.000251178 0.000246443 +CCTAAC 0.000127813 0.000129526 +CCTAAG 0.000224704 0.000176653 +CCTAAT 0.000169428 0.00017426 +CCTACA 0.000165193 0.000178427 +CCTACC 0.000172817 0.000182782 +CCTACG 4.14041E-05 3.74221E-05 +CCTACT 0.000180759 0.000173937 +CCTAGA 0.000101445 0.000207891 +CCTAGC 0.000123047 0.000151678 +CCTAGG 8.12197E-05 0.000200176 +CCTAGT 0.000122094 0.000134902 +CCTATA 8.25964E-05 0.000129284 +CCTATC 0.00012866 0.000115869 +CCTATG 0.000157039 0.000152108 +CCTATT 0.000161592 0.000189046 +CCTCAA 0.000222798 0.000284806 +CCTCAC 0.000212844 0.000336234 +CCTCAG 0.000565997 0.000589935 +CCTCAT 0.000218245 0.000302038 +CCTCCA 0.000593847 0.000501407 +CCTCCC 0.000464446 0.00086345 +CCTCCG 0.000147509 0.000189987 +CCTCCT 0.000590458 0.000677092 +CCTCGA 0.00013999 6.98438E-05 +CCTCGC 0.000116058 0.000152215 +CCTCGG 0.000198655 0.000192245 +CCTCGT 8.22787E-05 8.98453E-05 +CCTCTA 0.000115105 0.000202864 +CCTCTC 0.000248424 0.000493154 +CCTCTG 0.000520463 0.000591952 +CCTCTT 0.00023667 0.000433795 +CCTGAA 0.000678137 0.00038191 +CCTGAC 0.000494943 0.000320077 +CCTGAG 0.000976649 0.000522189 +CCTGAT 0.000524381 0.000249185 +CCTGCA 0.00043416 0.000457506 +CCTGCC 0.000667866 0.00071766 +CCTGCG 0.000143908 0.00017176 +CCTGCT 0.00052131 0.000521409 +CCTGGA 0.000566314 0.000543749 +CCTGGC 0.000604542 0.000596388 +CCTGGG 0.000587493 0.00077218 +CCTGGT 0.000354635 0.000335051 +CCTGTA 0.000210621 0.000323169 +CCTGTC 0.000355482 0.000374382 +CCTGTG 0.00074845 0.000502268 +CCTGTT 0.00032382 0.000360994 +CCTTAA 1.03775E-05 0.000232141 +CCTTAC 0.00021295 0.000146059 +CCTTAG 6.77714E-06 0.000181922 +CCTTAT 0.000239847 0.000203993 +CCTTCA 0.000320749 0.000362043 +CCTTCC 0.000345634 0.000578537 +CCTTCG 6.95715E-05 8.44685E-05 +CCTTCT 0.000373378 0.000482508 +CCTTGA 1.12246E-05 0.000295882 +CCTTGC 0.000119447 0.000278972 +CCTTGG 0.000138084 0.000399545 +CCTTGT 0.000126754 0.000306877 +CCTTTA 0.000149626 0.000279483 +CCTTTC 0.000266638 0.000430461 +CCTTTG 0.000259967 0.000402718 +CCTTTT 0.000255837 0.000547513 +CGAAAA 0.000152486 5.69665E-05 +CGAAAC 0.000108117 4.56485E-05 +CGAAAG 0.000171334 5.65633E-05 +CGAAAT 0.000122836 4.32558E-05 +CGAACA 8.96912E-05 3.87394E-05 +CGAACC 7.94196E-05 3.78522E-05 +CGAACG 2.1708E-05 1.69367E-05 +CGAACT 7.05246E-05 5.20468E-05 +CGAAGA 0.00012273 6.98707E-05 +CGAAGC 0.00012093 6.91448E-05 +CGAAGG 0.000105257 7.73175E-05 +CGAAGT 9.14913E-05 5.02456E-05 +CGAATA 5.87705E-05 3.11582E-05 +CGAATC 0.000109175 3.65618E-05 +CGAATG 0.000124848 4.44925E-05 +CGAATT 0.000111611 3.93577E-05 +CGACAA 6.78773E-05 3.35777E-05 +CGACAC 7.87842E-05 4.30945E-05 +CGACAG 0.000162228 6.71823E-05 +CGACAT 7.61369E-05 3.52983E-05 +CGACCA 7.53956E-05 4.47882E-05 +CGACCC 8.81028E-05 7.68604E-05 +CGACCG 2.45671E-05 3.08356E-05 +CGACCT 7.52898E-05 6.09184E-05 +CGACGA 3.70625E-05 1.8711E-05 +CGACGC 5.09344E-05 3.81479E-05 +CGACGG 6.04648E-05 3.83361E-05 +CGACGT 3.08148E-05 2.10499E-05 +CGACTA 4.80753E-05 2.04047E-05 +CGACTC 8.79969E-05 5.98431E-05 +CGACTG 0.000155768 5.97355E-05 +CGACTT 7.58192E-05 4.98961E-05 +CGAGAA 0.000240271 7.78551E-05 +CGAGAC 0.000228728 9.91739E-05 +CGAGAG 0.000319796 0.000104981 +CGAGAT 0.000198867 6.73974E-05 +CGAGCA 0.000131307 7.19676E-05 +CGAGCC 0.00020342 0.000120923 +CGAGCG 4.36278E-05 7.69411E-05 +CGAGCT 0.000144861 7.74788E-05 +CGAGGA 0.000160533 0.000120546 +CGAGGC 0.000212844 0.000156947 +CGAGGG 0.000158098 0.000129203 +CGAGGT 0.000100598 8.33663E-05 +CGAGTA 7.51839E-05 4.42237E-05 +CGAGTC 0.000117012 5.90097E-05 +CGAGTG 0.000218774 7.56507E-05 +CGAGTT 9.25503E-05 5.46276E-05 +CGATAA 4.4475E-06 2.34157E-05 +CGATAC 7.96314E-05 1.68292E-05 +CGATAG 1.58839E-06 1.92756E-05 +CGATAT 6.68183E-05 2.07811E-05 +CGATCA 5.88764E-05 3.12657E-05 +CGATCC 6.38533E-05 4.14815E-05 +CGATCG 1.36602E-05 1.30924E-05 +CGATCT 6.49123E-05 5.98968E-05 +CGATGA 3.17678E-06 4.29601E-05 +CGATGC 5.16757E-05 4.46269E-05 +CGATGG 5.74998E-05 5.52728E-05 +CGATGT 5.46407E-05 4.21536E-05 +CGATTA 4.43691E-05 2.41147E-05 +CGATTC 8.73615E-05 5.66439E-05 +CGATTG 5.15698E-05 3.25024E-05 +CGATTT 0.000105893 5.76386E-05 +CGCAAA 0.000154498 4.36322E-05 +CGCAAC 0.000204055 3.56746E-05 +CGCAAG 0.000383226 4.81218E-05 +CGCAAT 9.24444E-05 3.12388E-05 +CGCACA 0.000126436 7.55163E-05 +CGCACC 0.000232435 9.61092E-05 +CGCACG 0.000112035 4.65356E-05 +CGCACT 7.92078E-05 5.93592E-05 +CGCAGA 9.71037E-05 9.85287E-05 +CGCAGC 0.0003612 0.000176223 +CGCAGG 0.000203314 0.000149796 +CGCAGT 0.000109917 7.55163E-05 +CGCATA 3.69566E-05 2.19908E-05 +CGCATC 0.000368295 5.15091E-05 +CGCATG 0.000238788 5.69934E-05 +CGCATT 0.000112246 4.25031E-05 +CGCCAA 8.33376E-05 6.15099E-05 +CGCCAC 0.000241647 0.000132617 +CGCCAG 0.000402392 0.00013786 +CGCCAT 0.000101869 8.17533E-05 +CGCCCA 0.000126754 0.000159393 +CGCCCC 0.000181394 0.000260691 +CGCCCG 9.41387E-05 0.000188347 +CGCCCT 0.000112988 0.000148156 +CGCCGA 7.09482E-05 6.20475E-05 +CGCCGC 0.000291205 0.000274375 +CGCCGG 0.000225552 0.00014985 +CGCCGT 6.89362E-05 5.59718E-05 +CGCCTA 6.93598E-05 4.00298E-05 +CGCCTC 0.000333986 0.000210123 +CGCCTG 0.000622226 0.000218968 +CGCCTT 0.00011807 9.94427E-05 +CGCGAA 2.97559E-05 2.45179E-05 +CGCGAC 0.000131836 3.4438E-05 +CGCGAG 0.000226505 7.26397E-05 +CGCGAT 4.07687E-05 2.45717E-05 +CGCGCA 3.90744E-05 6.8177E-05 +CGCGCC 0.000213162 0.000179583 +CGCGCG 9.83744E-05 0.000140655 +CGCGCT 4.18276E-05 9.05442E-05 +CGCGGA 3.72743E-05 8.53826E-05 +CGCGGC 0.000185101 0.000184153 +CGCGGG 0.000119447 0.000168265 +CGCGGT 3.01794E-05 6.53811E-05 +CGCGTA 1.45073E-05 1.21514E-05 +CGCGTC 0.000102504 5.8015E-05 +CGCGTG 0.000228728 6.19131E-05 +CGCGTT 2.4673E-05 2.87924E-05 +CGCTAA 3.91803E-06 3.54865E-05 +CGCTAC 0.000335045 3.0513E-05 +CGCTAG 3.70625E-06 3.40079E-05 +CGCTAT 0.00015185 2.45986E-05 +CGCTCA 0.000112882 6.64027E-05 +CGCTCC 0.000286546 0.000155011 +CGCTCG 0.000100069 6.87416E-05 +CGCTCT 0.000126012 0.000110815 +CGCTGA 1.30248E-05 9.22379E-05 +CGCTGC 0.000354317 0.000193778 +CGCTGG 0.000288028 0.000159555 +CGCTGT 0.000172288 0.000109793 +CGCTTA 4.09805E-05 2.97602E-05 +CGCTTC 0.000428972 9.27487E-05 +CGCTTG 0.000110552 7.84735E-05 +CGCTTT 0.000173135 7.76401E-05 +CGGAAA 0.000229787 8.07855E-05 +CGGAAC 0.00021168 5.76117E-05 +CGGAAG 0.000437337 0.00011939 +CGGAAT 0.000127177 4.73959E-05 +CGGACA 0.000130354 6.51123E-05 +CGGACC 0.0001833 8.12694E-05 +CGGACG 7.70899E-05 5.32566E-05 +CGGACT 9.42446E-05 6.0542E-05 +CGGAGA 0.000147509 0.000119525 +CGGAGC 0.000247895 0.00019445 +CGGAGG 0.000217716 0.000191627 +CGGAGT 0.000110234 8.65117E-05 +CGGATA 6.16296E-05 2.59428E-05 +CGGATC 0.000201726 6.42251E-05 +CGGATG 0.000190289 5.987E-05 +CGGATT 0.000104093 4.35784E-05 +CGGCAA 0.000106952 5.00036E-05 +CGGCAC 0.000222904 7.98176E-05 +CGGCAG 0.00052724 0.000168426 +CGGCAT 9.82685E-05 5.12134E-05 +CGGCCA 0.000164346 0.00012923 +CGGCCC 0.000399428 0.000226172 +CGGCCG 0.000153545 0.000178104 +CGGCCT 0.000189866 0.000176733 +CGGCGA 9.2868E-05 6.56768E-05 +CGGCGC 0.00026219 0.000174179 +CGGCGG 0.000309525 0.00029107 +CGGCGT 6.81949E-05 5.68052E-05 +CGGCTA 7.67723E-05 4.74766E-05 +CGGCTC 0.000298406 0.000171733 +CGGCTG 0.000661406 0.000189664 +CGGCTT 0.000118176 9.2453E-05 +CGGGAA 0.000289934 0.000114148 +CGGGAC 0.000428336 0.00011318 +CGGGAG 0.000715517 0.000233512 +CGGGAT 0.000214115 6.62414E-05 +CGGGCA 0.00021941 0.000132214 +CGGGCC 0.000457457 0.000199719 +CGGGCG 0.000154392 0.000186008 +CGGGCT 0.000202573 0.000137618 +CGGGGA 0.000141685 0.000169475 +CGGGGC 0.000385132 0.000255368 +CGGGGG 0.00015831 0.000175846 +CGGGGT 0.000124 0.000120627 +CGGGTA 6.21591E-05 3.52445E-05 +CGGGTC 0.000169852 8.83667E-05 +CGGGTG 0.000315984 0.000127025 +CGGGTT 7.12658E-05 7.6027E-05 +CGGTAA 2.01196E-06 2.80666E-05 +CGGTAC 0.000103881 2.47061E-05 +CGGTAG 2.8591E-06 3.91426E-05 +CGGTAT 6.11001E-05 2.35501E-05 +CGGTCA 7.23248E-05 5.12672E-05 +CGGTCC 0.000117435 7.91724E-05 +CGGTCG 3.10266E-05 3.36584E-05 +CGGTCT 7.38073E-05 5.72354E-05 +CGGTGA 6.14178E-06 8.13769E-05 +CGGTGC 8.40789E-05 0.000105975 +CGGTGG 9.9751E-05 0.000152941 +CGGTGT 5.73939E-05 6.87685E-05 +CGGTTA 3.97098E-05 2.85505E-05 +CGGTTC 0.00012273 6.17787E-05 +CGGTTG 7.47603E-05 5.27458E-05 +CGGTTT 0.000100704 6.60263E-05 +CGTAAA 7.08423E-05 4.04062E-05 +CGTAAC 4.16159E-05 2.72332E-05 +CGTAAG 6.60771E-05 3.23411E-05 +CGTAAT 4.79694E-05 3.34433E-05 +CGTACA 4.35219E-05 3.11044E-05 +CGTACC 4.80753E-05 2.57546E-05 +CGTACG 9.84803E-06 8.14575E-06 +CGTACT 4.69105E-05 2.78784E-05 +CGTAGA 4.28866E-05 3.6051E-05 +CGTAGC 4.72282E-05 3.88469E-05 +CGTAGG 3.02853E-05 4.1831E-05 +CGTAGT 3.72743E-05 3.15883E-05 +CGTATA 2.06491E-05 2.7045E-05 +CGTATC 5.89823E-05 2.76633E-05 +CGTATG 3.99216E-05 3.27981E-05 +CGTATT 5.38994E-05 4.64281E-05 +CGTCAA 4.8393E-05 3.51639E-05 +CGTCAC 6.23708E-05 6.03539E-05 +CGTCAG 0.000130989 6.98169E-05 +CGTCAT 6.29003E-05 4.77185E-05 +CGTCCA 6.86185E-05 7.01395E-05 +CGTCCC 7.83606E-05 0.000117885 +CGTCCG 2.00137E-05 5.29877E-05 +CGTCCT 8.46083E-05 9.87975E-05 +CGTCGA 3.89685E-05 1.57001E-05 +CGTCGC 5.85587E-05 4.68314E-05 +CGTCGG 6.06766E-05 4.60517E-05 +CGTCGT 3.0603E-05 2.35501E-05 +CGTCTA 3.75919E-05 2.83623E-05 +CGTCTC 9.72096E-05 0.000121998 +CGTCTG 0.000167946 0.000107804 +CGTCTT 7.1054E-05 7.79627E-05 +CGTGAA 0.00012453 7.72099E-05 +CGTGAC 0.000129189 6.88222E-05 +CGTGAG 0.000198231 0.000113799 +CGTGAT 0.000108752 7.05697E-05 +CGTGCA 7.77253E-05 8.0651E-05 +CGTGCC 0.000174935 0.000113584 +CGTGCG 3.07089E-05 5.28264E-05 +CGTGCT 9.90097E-05 8.95495E-05 +CGTGGA 0.000110023 0.000117105 +CGTGGC 0.000180865 0.000128504 +CGTGGG 0.000129189 0.000143855 +CGTGGT 8.71497E-05 0.000108395 +CGTGTA 4.98755E-05 4.88208E-05 +CGTGTC 0.000111187 8.00327E-05 +CGTGTG 0.000229152 0.000130278 +CGTGTT 7.65605E-05 8.8286E-05 +CGTTAA 2.22375E-06 3.48681E-05 +CGTTAC 7.4019E-05 2.94914E-05 +CGTTAG 1.58839E-06 3.35777E-05 +CGTTAT 6.33239E-05 3.57822E-05 +CGTTCA 6.35357E-05 5.21812E-05 +CGTTCC 9.26562E-05 7.08385E-05 +CGTTCG 1.58839E-05 1.99208E-05 +CGTTCT 9.71037E-05 7.12417E-05 +CGTTGA 2.43553E-06 4.30945E-05 +CGTTGC 4.58516E-05 5.50578E-05 +CGTTGG 5.00873E-05 6.11873E-05 +CGTTGT 4.20394E-05 5.53535E-05 +CGTTTA 4.96637E-05 5.37405E-05 +CGTTTC 0.000104622 8.56245E-05 +CGTTTG 7.25365E-05 7.40108E-05 +CGTTTT 9.62565E-05 0.000113852 +CTAAAA 0.000237729 0.000409627 +CTAAAC 0.000120824 0.000159689 +CTAAAG 0.000272886 0.000241308 +CTAAAT 0.000184148 0.000290908 +CTAACA 0.0001222 0.000183481 +CTAACC 8.54555E-05 0.000124902 +CTAACG 2.372E-05 3.32551E-05 +CTAACT 0.00010674 0.000165308 +CTAAGA 0.000108117 0.000223726 +CTAAGC 0.000103351 0.000141301 +CTAAGG 9.39269E-05 0.000171733 +CTAAGT 0.000108222 0.000168991 +CTAATA 6.34298E-05 0.000202138 +CTAATC 7.41249E-05 0.000119337 +CTAATG 0.000146026 0.000188697 +CTAATT 0.000117435 0.000289242 +CTACAA 0.000169111 0.000207408 +CTACAC 0.000100175 0.000132321 +CTACAG 0.000355164 0.00026018 +CTACAT 0.000103669 0.000190229 +CTACCA 0.000115953 0.00018211 +CTACCC 0.000125483 0.000168507 +CTACCG 2.6685E-05 3.1884E-05 +CTACCT 0.000130672 0.00022171 +CTACGA 5.07226E-05 2.78246E-05 +CTACGC 6.11001E-05 2.96258E-05 +CTACGG 7.3066E-05 3.65618E-05 +CTACGT 3.63212E-05 4.05944E-05 +CTACTA 6.97833E-05 0.000161087 +CTACTC 0.000107587 0.000176303 +CTACTG 0.000205961 0.00021886 +CTACTT 0.000119129 0.000250637 +CTAGAA 0.000363318 0.000270584 +CTAGAC 0.000185206 0.000122159 +CTAGAG 0.000355906 0.000215715 +CTAGAT 0.000204479 0.000150011 +CTAGCA 0.000146238 0.000157915 +CTAGCC 0.00014772 0.000139661 +CTAGCG 3.4521E-05 3.6508E-05 +CTAGCT 0.00014232 0.000160738 +CTAGGA 0.000136496 0.000213214 +CTAGGC 0.000124742 0.000150925 +CTAGGG 0.000106528 0.000155979 +CTAGGT 8.24905E-05 0.00013466 +CTAGTA 6.0253E-05 0.000109443 +CTAGTC 6.67124E-05 0.000109148 +CTAGTG 0.000180653 0.000140978 +CTAGTT 7.71958E-05 0.000172889 +CTATAA 6.67124E-06 0.000211763 +CTATAC 6.29003E-05 9.77491E-05 +CTATAG 3.81214E-06 0.000127509 +CTATAT 8.31258E-05 0.000194745 +CTATCA 7.6984E-05 0.000145226 +CTATCC 7.20071E-05 0.000115788 +CTATCG 1.59898E-05 2.13456E-05 +CTATCT 7.91019E-05 0.000178077 +CTATGA 6.24767E-06 0.000178911 +CTATGC 4.79694E-05 0.000122213 +CTATGG 6.40651E-05 0.000152081 +CTATGT 5.74998E-05 0.000207676 +CTATTA 5.17816E-05 0.000187917 +CTATTC 5.94058E-05 0.000167082 +CTATTG 7.82548E-05 0.000161168 +CTATTT 0.000122412 0.000400889 +CTCAAA 0.000370413 0.000375323 +CTCAAC 0.00060253 0.000183696 +CTCAAG 0.000786783 0.000309566 +CTCAAT 0.00034341 0.000187702 +CTCACA 0.000315349 0.000309781 +CTCACC 0.00064944 0.000327766 +CTCACG 0.000199926 0.000101674 +CTCACT 0.00033621 0.000396669 +CTCAGA 0.000203102 0.000417208 +CTCAGC 0.000681102 0.000532189 +CTCAGG 0.000285487 0.000455974 +CTCAGT 0.000353788 0.000342928 +CTCATA 0.000130778 0.000165845 +CTCATC 0.000816327 0.000261739 +CTCATG 0.000511992 0.000280934 +CTCATT 0.00040864 0.000344864 +CTCCAA 0.000215704 0.000302791 +CTCCAC 0.00028877 0.000353682 +CTCCAG 0.000741461 0.000610206 +CTCCAT 0.00020575 0.000345912 +CTCCCA 0.000286228 0.000594882 +CTCCCC 0.000311325 0.000559476 +CTCCCG 0.000153121 0.000238888 +CTCCCT 0.000283051 0.000582569 +CTCCGA 0.000167946 8.27211E-05 +CTCCGC 0.000243659 0.000188401 +CTCCGG 0.000299465 0.000161463 +CTCCGT 0.000102504 0.0001131 +CTCCTA 0.000147085 0.000217435 +CTCCTC 0.00051125 0.000553992 +CTCCTG 0.001019853 0.000740565 +CTCCTT 0.000269391 0.000452157 +CTCGAA 6.37474E-05 6.13754E-05 +CTCGAC 0.000122624 4.2745E-05 +CTCGAG 0.000170487 7.75863E-05 +CTCGAT 7.91019E-05 3.94921E-05 +CTCGCA 5.87705E-05 6.22357E-05 +CTCGCC 0.000198549 0.00014251 +CTCGCG 4.46867E-05 7.47904E-05 +CTCGCT 7.41249E-05 0.000123235 +CTCGGA 6.53358E-05 9.34477E-05 +CTCGGC 0.000177688 0.000189396 +CTCGGG 0.000139461 0.000161221 +CTCGGT 5.07226E-05 7.82046E-05 +CTCGTA 2.61555E-05 2.74751E-05 +CTCGTC 0.000128554 6.6322E-05 +CTCGTG 0.000223434 9.1512E-05 +CTCGTT 4.80753E-05 5.96818E-05 +CTCTAA 8.36553E-06 0.000222893 +CTCTAC 0.000550536 0.000219559 +CTCTAG 1.04834E-05 0.000201009 +CTCTAT 0.000321702 0.000182218 +CTCTCA 0.000272992 0.000338197 +CTCTCC 0.000524805 0.000521597 +CTCTCG 0.000139461 9.73996E-05 +CTCTCT 0.000340445 0.000553266 +CTCTGA 3.99216E-05 0.000429332 +CTCTGC 0.000478424 0.000552056 +CTCTGG 0.000372213 0.000500924 +CTCTGT 0.000280192 0.000533372 +CTCTTA 0.000130883 0.000234829 +CTCTTC 0.000847777 0.000456512 +CTCTTG 0.000273945 0.000355725 +CTCTTT 0.000425159 0.000500709 +CTGAAA 0.000695821 0.000511328 +CTGAAC 0.000569915 0.000249561 +CTGAAG 0.001336261 0.000479524 +CTGAAT 0.000439879 0.000354676 +CTGACA 0.000405781 0.000291016 +CTGACC 0.000684173 0.000321475 +CTGACG 0.000232011 7.30967E-05 +CTGACT 0.000386932 0.00032005 +CTGAGA 0.000344151 0.000482723 +CTGAGC 0.000786254 0.000422692 +CTGAGG 0.000496108 0.000573214 +CTGAGT 0.000370625 0.000347929 +CTGATA 0.00015365 0.000199531 +CTGATC 0.000442208 0.000191116 +CTGATG 0.000592046 0.000315023 +CTGATT 0.000337586 0.000316394 +CTGCAA 0.000370519 0.00037121 +CTGCAC 0.000727483 0.000362661 +CTGCAG 0.001986125 0.000643837 +CTGCAT 0.000331656 0.000343331 +CTGCCA 0.000437443 0.000476083 +CTGCCC 0.001057022 0.000617545 +CTGCCG 0.000310795 0.000183024 +CTGCCT 0.000604436 0.000737231 +CTGCGA 0.000182241 8.2506E-05 +CTGCGC 0.00058834 0.000157323 +CTGCGG 0.000729601 0.000191089 +CTGCGT 0.000189866 0.000108879 +CTGCTA 0.000243659 0.000218295 +CTGCTC 0.000980991 0.000450409 +CTGCTG 0.002398895 0.000681206 +CTGCTT 0.000435007 0.000479954 +CTGGAA 0.001007781 0.00052571 +CTGGAC 0.001392702 0.000318652 +CTGGAG 0.002456712 0.000647816 +CTGGAT 0.000907925 0.0003204 +CTGGCA 0.000688091 0.00038199 +CTGGCC 0.001667599 0.000522888 +CTGGCG 0.000458727 0.000131945 +CTGGCT 0.000845236 0.000503693 +CTGGGA 0.00053137 0.000682254 +CTGGGC 0.001278655 0.000606496 +CTGGGG 0.0007745 0.000584397 +CTGGGT 0.000407899 0.000406508 +CTGGTA 0.000228411 0.000176491 +CTGGTC 0.000593635 0.000289645 +CTGGTG 0.001510243 0.000376882 +CTGGTT 0.000339916 0.000308598 +CTGTAA 1.41896E-05 0.000408578 +CTGTAC 0.00044655 0.000212274 +CTGTAG 1.59898E-05 0.000264777 +CTGTAT 0.00028824 0.000314835 +CTGTCA 0.00031429 0.000349273 +CTGTCC 0.000615343 0.000395835 +CTGTCG 0.000173664 8.49255E-05 +CTGTCT 0.000395615 0.000483987 +CTGTGA 3.4521E-05 0.000469389 +CTGTGC 0.000446232 0.000420783 +CTGTGG 0.000439984 0.000515683 +CTGTGT 0.00031609 0.000527995 +CTGTTA 0.000131942 0.000271203 +CTGTTC 0.000419865 0.000329943 +CTGTTG 0.000344257 0.000364113 +CTGTTT 0.000381532 0.000564987 +CTTAAA 0.000261555 0.000403228 +CTTAAC 0.000126436 0.000173158 +CTTAAG 0.000203314 0.000214532 +CTTAAT 0.000197808 0.000267197 +CTTACA 0.00015365 0.000207166 +CTTACC 0.000140096 0.000159797 +CTTACG 3.63212E-05 3.91695E-05 +CTTACT 0.000192831 0.000212731 +CTTAGA 9.41387E-05 0.000218242 +CTTAGC 0.000103563 0.000161678 +CTTAGG 6.66065E-05 0.000176895 +CTTAGT 0.000123047 0.000170201 +CTTATA 9.27621E-05 0.000192084 +CTTATC 0.000148462 0.000145172 +CTTATG 0.000161275 0.000181196 +CTTATT 0.000225234 0.000331395 +CTTCAA 0.000297029 0.000315023 +CTTCAC 0.00019569 0.000290182 +CTTCAG 0.000588446 0.000458609 +CTTCAT 0.000266638 0.000364758 +CTTCCA 0.000320432 0.000435381 +CTTCCC 0.000262508 0.000558939 +CTTCCG 6.38533E-05 0.000113449 +CTTCCT 0.000372213 0.00065572 +CTTCGA 0.000181606 4.98155E-05 +CTTCGC 0.000116906 7.52474E-05 +CTTCGG 0.000191031 8.75333E-05 +CTTCGT 0.000101763 6.92792E-05 +CTTCTA 0.000147509 0.000266579 +CTTCTC 0.00029057 0.000479712 +CTTCTG 0.000512945 0.000539179 +CTTCTT 0.000280298 0.000463985 +CTTGAA 0.000425795 0.00041702 +CTTGAC 0.000235082 0.000191681 +CTTGAG 0.000335045 0.000322282 +CTTGAT 0.000330491 0.000243324 +CTTGCA 0.000254143 0.000259186 +CTTGCC 0.000282945 0.000297549 +CTTGCG 4.51103E-05 5.75311E-05 +CTTGCT 0.000323502 0.000364543 +CTTGGA 0.000337586 0.000369409 +CTTGGC 0.000269179 0.000348977 +CTTGGG 0.000239847 0.000375968 +CTTGGT 0.000204585 0.000271283 +CTTGTA 0.000136284 0.000229936 +CTTGTC 0.000204479 0.000245797 +CTTGTG 0.00032615 0.000301285 +CTTGTT 0.000227564 0.000354354 +CTTTAA 9.21267E-06 0.000417262 +CTTTAC 0.000137766 0.00021179 +CTTTAG 4.65928E-06 0.00023956 +CTTTAT 0.000220681 0.000400863 +CTTTCA 0.000219939 0.000402368 +CTTTCC 0.000244295 0.000473664 +CTTTCG 3.54741E-05 6.03001E-05 +CTTTCT 0.00033208 0.000622572 +CTTTGA 7.62428E-06 0.000393953 +CTTTGC 0.000124848 0.000358628 +CTTTGG 0.000138296 0.00045299 +CTTTGT 0.000160004 0.000474524 +CTTTTA 0.000165193 0.000486729 +CTTTTC 0.00025319 0.000543615 +CTTTTG 0.000250966 0.000487025 +CTTTTT 0.000263355 0.000862106 +GAAAAA 0.001054057 0.000755539 +GAAAAC 0.00066363 0.000411804 +GAAAAG 0.001044209 0.000524366 +GAAAAT 0.000944034 0.000614319 +GAAACA 0.000513792 0.000427719 +GAAACC 0.000394133 0.000323222 +GAAACG 0.000108858 8.09736E-05 +GAAACT 0.00042823 0.000370618 +GAAAGA 0.000522581 0.000516973 +GAAAGC 0.000384073 0.000321744 +GAAAGG 0.000377931 0.000395136 +GAAAGT 0.000433843 0.000327712 +GAAATA 0.000419865 0.000465814 +GAAATC 0.00046434 0.000280397 +GAAATG 0.000687985 0.000492133 +GAAATT 0.00062985 0.000437021 +GAACAA 0.000460634 0.00027838 +GAACAC 0.000265155 0.000210069 +GAACAG 0.000669348 0.000295559 +GAACAT 0.000352411 0.000254804 +GAACCA 0.000350187 0.000244695 +GAACCC 0.000264838 0.000218 +GAACCG 7.45485E-05 6.22895E-05 +GAACCT 0.000349446 0.000223242 +GAACGA 0.00015831 4.78261E-05 +GAACGC 0.00013639 5.36598E-05 +GAACGG 0.000178535 5.53266E-05 +GAACGT 0.000115 5.52191E-05 +GAACTA 0.000243553 0.000165819 +GAACTC 0.000351564 0.000241657 +GAACTG 0.00065357 0.000305748 +GAACTT 0.000449091 0.000277386 +GAAGAA 0.001988454 0.000610098 +GAAGAC 0.000900724 0.000325319 +GAAGAG 0.001626407 0.000493665 +GAAGAT 0.001304175 0.000348278 +GAAGCA 0.000651558 0.000377608 +GAAGCC 0.000744003 0.000352364 +GAAGCG 0.000118176 9.80985E-05 +GAAGCT 0.000693915 0.000349945 +GAAGGA 0.000675066 0.000476029 +GAAGGC 0.000562926 0.000302603 +GAAGGG 0.000494625 0.000375753 +GAAGGT 0.00039318 0.000249212 +GAAGTA 0.000361624 0.000222893 +GAAGTC 0.000398898 0.00023577 +GAAGTG 0.000693703 0.000337121 +GAAGTT 0.000498967 0.00031341 +GAATAA 1.63075E-05 0.000353117 +GAATAC 0.000294064 0.000154742 +GAATAG 8.36553E-06 0.000168157 +GAATAT 0.000449938 0.000300398 +GAATCA 0.000288028 0.000252357 +GAATCC 0.000255413 0.000192702 +GAATCG 4.96637E-05 5.409E-05 +GAATCT 0.00037539 0.000256954 +GAATGA 1.71546E-05 0.000326637 +GAATGC 0.000260708 0.000203106 +GAATGG 0.000289299 0.000268971 +GAATGT 0.000597129 0.000338008 +GAATTA 0.000300418 0.000268675 +GAATTC 0.000346163 0.000258191 +GAATTG 0.000322338 0.000264051 +GAATTT 0.000549372 0.00044479 +GACAAA 0.00062985 0.000288139 +GACAAC 0.00060666 0.000146489 +GACAAG 0.00095547 0.000235393 +GACAAT 0.000436384 0.000172459 +GACACA 0.000483612 0.000285263 +GACACC 0.00061259 0.000207085 +GACACG 0.000240271 7.05159E-05 +GACACT 0.000365224 0.000226172 +GACAGA 0.000375708 0.000377877 +GACAGC 0.000831576 0.000265261 +GACAGG 0.000386826 0.000291957 +GACAGT 0.000484565 0.000230071 +GACATA 0.000214009 0.000148828 +GACATC 0.000849154 0.000182917 +GACATG 0.000719012 0.000222812 +GACATT 0.000547571 0.000289376 +GACCAA 0.000298618 0.000208241 +GACCAC 0.000443902 0.00019289 +GACCAG 0.000857837 0.000301285 +GACCAT 0.000273627 0.000178535 +GACCCA 0.000439667 0.000256417 +GACCCC 0.000689256 0.000267036 +GACCCG 0.000218669 9.71845E-05 +GACCCT 0.000505532 0.000258191 +GACCGA 0.000178959 5.51922E-05 +GACCGC 0.000330174 6.77469E-05 +GACCGG 0.000330068 7.16719E-05 +GACCGT 0.000127813 4.92509E-05 +GACCTA 0.000196325 0.000116971 +GACCTC 0.000674219 0.000270235 +GACCTG 0.001327154 0.000298866 +GACCTT 0.000364059 0.000230635 +GACGAA 0.000185312 4.38204E-05 +GACGAC 0.000360883 4.0675E-05 +GACGAG 0.00056462 6.40369E-05 +GACGAT 0.000178959 3.29863E-05 +GACGCA 0.000113199 6.18593E-05 +GACGCC 0.000344469 9.55177E-05 +GACGCG 0.000131201 6.0085E-05 +GACGCT 0.000124848 6.91179E-05 +GACGGA 0.000105893 8.24254E-05 +GACGGC 0.00037539 8.50868E-05 +GACGGG 0.000246836 0.000108099 +GACGGT 9.12796E-05 4.98692E-05 +GACGTA 5.05108E-05 2.88731E-05 +GACGTC 0.000218033 5.67514E-05 +GACGTG 0.000484989 8.81516E-05 +GACGTT 8.45024E-05 5.29608E-05 +GACTAA 1.15423E-05 0.000137107 +GACTAC 0.000517074 0.000124391 +GACTAG 1.3872E-05 0.000112266 +GACTAT 0.000379308 0.000125681 +GACTCA 0.000315455 0.000231791 +GACTCC 0.000493884 0.000250798 +GACTCG 0.00019389 7.0032E-05 +GACTCT 0.000393392 0.000258594 +GACTGA 3.82273E-05 0.000270934 +GACTGC 0.000431301 0.000224855 +GACTGG 0.00049399 0.000279644 +GACTGT 0.000355482 0.000255583 +GACTTA 0.000193254 0.000154716 +GACTTC 0.000778735 0.000262116 +GACTTG 0.000447609 0.000252572 +GACTTT 0.000540583 0.000347256 +GAGAAA 0.001312858 0.000605125 +GAGAAC 0.000875627 0.000259347 +GAGAAG 0.002071262 0.000512645 +GAGAAT 0.000656429 0.000355295 +GAGACA 0.000498649 0.00036422 +GAGACC 0.000735002 0.000310506 +GAGACG 0.000281781 0.00012966 +GAGACT 0.00040864 0.000305506 +GAGAGA 0.000513156 0.00053391 +GAGAGC 0.000746438 0.000305425 +GAGAGG 0.000574998 0.00047568 +GAGAGT 0.000445597 0.00024198 +GAGATA 0.000231376 0.000202515 +GAGATC 0.000816433 0.000199988 +GAGATG 0.000909831 0.000374812 +GAGATT 0.000520569 0.000283273 +GAGCAA 0.000439879 0.000271713 +GAGCAC 0.000545348 0.000217139 +GAGCAG 0.001501453 0.000448715 +GAGCAT 0.000328691 0.000208779 +GAGCCA 0.000544818 0.00042823 +GAGCCC 0.000840153 0.00038605 +GAGCCG 0.000306136 0.000204155 +GAGCCT 0.000575104 0.000341799 +GAGCGA 0.000210938 9.40122E-05 +GAGCGC 0.000469846 0.000133881 +GAGCGG 0.000586646 0.000149393 +GAGCGT 0.000178218 6.6322E-05 +GAGCTA 0.000283051 0.000161383 +GAGCTC 0.000780853 0.000282144 +GAGCTG 0.002084393 0.00049388 +GAGCTT 0.000400063 0.000264401 +GAGGAA 0.001468944 0.00051778 +GAGGAC 0.00130301 0.000288112 +GAGGAG 0.002958961 0.000584236 +GAGGAT 0.000921691 0.000273541 +GAGGCA 0.000620637 0.000427908 +GAGGCC 0.00133139 0.000463044 +GAGGCG 0.000414464 0.00021679 +GAGGCT 0.000755651 0.000468502 +GAGGGA 0.00037899 0.000437935 +GAGGGC 0.000868003 0.000323948 +GAGGGG 0.000513686 0.000434709 +GAGGGT 0.000323926 0.00024612 +GAGGTA 0.000208079 0.000151006 +GAGGTC 0.000491554 0.000229156 +GAGGTG 0.001188434 0.000359327 +GAGGTT 0.000319902 0.00025725 +GAGTAA 1.23895E-05 0.000177836 +GAGTAC 0.000492931 9.79641E-05 +GAGTAG 9.42446E-06 0.00018668 +GAGTAT 0.000352729 0.000148048 +GAGTCA 0.000308254 0.000229667 +GAGTCC 0.000459469 0.000215553 +GAGTCG 0.000150685 6.5408E-05 +GAGTCT 0.000372637 0.0002569 +GAGTGA 3.02853E-05 0.000293059 +GAGTGC 0.000386614 0.000239103 +GAGTGG 0.000429183 0.000287494 +GAGTGT 0.00039265 0.000235582 +GAGTTA 0.000189442 0.00017141 +GAGTTC 0.000615872 0.00023499 +GAGTTG 0.000353364 0.000228915 +GAGTTT 0.000526605 0.000337336 +GATAAA 0.00051771 0.000290613 +GATAAC 0.000243447 0.000121434 +GATAAG 0.000346799 0.000148317 +GATAAT 0.000340128 0.000217946 +GATACA 0.000238153 0.000178427 +GATACC 0.000208609 0.000103744 +GATACG 4.6381E-05 2.73945E-05 +GATACT 0.00023127 0.000151221 +GATAGA 0.000165616 0.000158694 +GATAGC 0.000164981 9.37703E-05 +GATAGG 8.91617E-05 0.00010783 +GATAGT 0.000174405 0.000109175 +GATATA 0.000199502 0.000167835 +GATATC 0.000294276 0.000106943 +GATATG 0.000293535 0.000161759 +GATATT 0.000439984 0.000269401 +GATCAA 0.000245671 0.000156167 +GATCAC 0.000195902 0.000193831 +GATCAG 0.000407052 0.000180605 +GATCAT 0.000221422 0.000185309 +GATCCA 0.000312172 0.000187514 +GATCCC 0.000307407 0.000162996 +GATCCG 6.34298E-05 5.24769E-05 +GATCCT 0.000401969 0.00021429 +GATCGA 0.000123789 3.51101E-05 +GATCGC 9.78449E-05 5.10252E-05 +GATCGG 0.000114047 3.6508E-05 +GATCGT 8.36553E-05 3.84437E-05 +GATCTA 0.000138084 0.000112454 +GATCTC 0.000279557 0.000208779 +GATCTG 0.000442314 0.000237517 +GATCTT 0.000324244 0.000226603 +GATGAA 0.001348862 0.000319486 +GATGAC 0.000963836 0.000179583 +GATGAG 0.001275267 0.000264051 +GATGAT 0.001037749 0.000226764 +GATGCA 0.00052491 0.000221172 +GATGCC 0.000793772 0.000213376 +GATGCG 0.000125589 4.99499E-05 +GATGCT 0.000694233 0.000264912 +GATGGA 0.000704081 0.000318814 +GATGGC 0.000695504 0.000215607 +GATGGG 0.00058887 0.00028908 +GATGGT 0.000455445 0.000221898 +GATGTA 0.000303806 0.000185175 +GATGTC 0.00051125 0.000178857 +GATGTG 0.000907183 0.000285424 +GATGTT 0.000511356 0.00027795 +GATTAA 1.19659E-05 0.000211037 +GATTAC 0.000247577 0.000197326 +GATTAG 9.10678E-06 0.00011974 +GATTAT 0.000330068 0.000225178 +GATTCA 0.000289299 0.000222516 +GATTCC 0.00029237 0.000207219 +GATTCG 5.14639E-05 3.47337E-05 +GATTCT 0.000391062 0.000308893 +GATTGA 1.11187E-05 0.000176223 +GATTGC 0.000112776 0.000161974 +GATTGG 0.00013406 0.000175335 +GATTGT 0.000164557 0.000218564 +GATTTA 0.000239424 0.00026924 +GATTTC 0.000353258 0.000295801 +GATTTG 0.000358553 0.000297145 +GATTTT 0.000444644 0.000546814 +GCAAAA 0.000408958 0.000352983 +GCAAAC 0.000197066 0.000197595 +GCAAAG 0.00041277 0.000300022 +GCAAAT 0.0002983 0.000278165 +GCAACA 0.000231482 0.000240071 +GCAACC 0.000175782 0.000178615 +GCAACG 5.54878E-05 4.87401E-05 +GCAACT 0.000208821 0.000171599 +GCAAGA 0.00020755 0.000280719 +GCAAGC 0.000149097 0.000185229 +GCAAGG 0.000147826 0.000243808 +GCAAGT 0.0001815 0.000194934 +GCAATA 0.000115529 0.000180013 +GCAATC 0.000123153 0.000128692 +GCAATG 0.000249589 0.000201574 +GCAATT 0.000223116 0.000200821 +GCACAA 0.000191454 0.000202407 +GCACAC 0.000168158 0.000220876 +GCACAG 0.00044835 0.000351289 +GCACAT 0.000148038 0.000228941 +GCACCA 0.000240165 0.000252196 +GCACCC 0.000290252 0.000248271 +GCACCG 7.26424E-05 9.70232E-05 +GCACCT 0.000277651 0.000270047 +GCACGA 6.95715E-05 4.90627E-05 +GCACGC 8.11139E-05 8.12425E-05 +GCACGG 0.000127707 8.85011E-05 +GCACGT 5.10403E-05 7.21827E-05 +GCACTA 9.56212E-05 0.00011603 +GCACTC 0.000181288 0.000210849 +GCACTG 0.000462751 0.000304054 +GCACTT 0.000191666 0.000296016 +GCAGAA 0.000787207 0.000401051 +GCAGAC 0.000468787 0.000237033 +GCAGAG 0.000964895 0.000517887 +GCAGAT 0.000547995 0.000266471 +GCAGCA 0.000542595 0.000409196 +GCAGCC 0.000800232 0.000495117 +GCAGCG 0.000179382 0.00018539 +GCAGCT 0.000624132 0.000412933 +GCAGGA 0.000404616 0.000450382 +GCAGGC 0.000407687 0.000355429 +GCAGGG 0.000402181 0.000449737 +GCAGGT 0.000243447 0.000268407 +GCAGTA 0.000189654 0.000178723 +GCAGTC 0.000239 0.000205284 +GCAGTG 0.000573198 0.000469013 +GCAGTT 0.000270132 0.000265315 +GCATAA 7.09482E-06 0.000149419 +GCATAC 0.000113623 9.42004E-05 +GCATAG 5.08285E-06 0.000125493 +GCATAT 0.000168581 0.00018504 +GCATCA 0.000197384 0.000201439 +GCATCC 0.000231058 0.000211252 +GCATCG 5.40053E-05 5.08102E-05 +GCATCT 0.000292476 0.000266095 +GCATGA 7.51839E-06 0.000226522 +GCATGC 7.70899E-05 0.00018125 +GCATGG 0.000126224 0.000253406 +GCATGT 0.000113199 0.000239614 +GCATTA 0.000126542 0.000176921 +GCATTC 0.000161063 0.000203187 +GCATTG 0.000184359 0.00020609 +GCATTT 0.00032435 0.000430542 +GCCAAA 0.000602847 0.000274402 +GCCAAC 0.000691056 0.000184126 +GCCAAG 0.001305446 0.000347821 +GCCAAT 0.000404404 0.00015442 +GCCACA 0.000533488 0.000316905 +GCCACC 0.000869591 0.000410809 +GCCACG 0.000312913 0.000121514 +GCCACT 0.000427066 0.000314485 +GCCAGA 0.000295758 0.000335481 +GCCAGC 0.000845236 0.000402072 +GCCAGG 0.000442632 0.000567998 +GCCAGT 0.000411711 0.000258245 +GCCATA 0.000172393 0.000139446 +GCCATC 0.001003016 0.000228458 +GCCATG 0.000842589 0.000286822 +GCCATT 0.000489648 0.000269159 +GCCCAA 0.000268756 0.000215768 +GCCCAC 0.000467517 0.000300344 +GCCCAG 0.001259912 0.00064744 +GCCCAT 0.000245354 0.000207676 +GCCCCA 0.00046381 0.000421993 +GCCCCC 0.000530735 0.000391722 +GCCCCG 0.000301688 0.000271982 +GCCCCT 0.000443691 0.000415783 +GCCCGA 0.000183618 9.55446E-05 +GCCCGC 0.000403875 0.000233189 +GCCCGG 0.000543442 0.000277198 +GCCCGT 0.000133107 8.37427E-05 +GCCCTA 0.000164557 0.000136005 +GCCCTC 0.000589293 0.000361236 +GCCCTG 0.001542858 0.000538131 +GCCCTT 0.000303489 0.000288435 +GCCGAA 0.00014232 5.77999E-05 +GCCGAC 0.000334303 6.44133E-05 +GCCGAG 0.000664371 0.00020394 +GCCGAT 0.000116694 3.6051E-05 +GCCGCA 0.000138825 0.000112266 +GCCGCC 0.000646687 0.000352714 +GCCGCG 0.000242918 0.000187164 +GCCGCT 0.000170487 0.000150199 +GCCGGA 0.000102081 0.000126649 +GCCGGC 0.000374543 0.000208779 +GCCGGG 0.000293323 0.000296258 +GCCGGT 7.45485E-05 7.71562E-05 +GCCGTA 4.55339E-05 3.15077E-05 +GCCGTC 0.000235506 8.87968E-05 +GCCGTG 0.000545136 0.000129579 +GCCGTT 6.81949E-05 6.0085E-05 +GCCTAA 9.63624E-06 0.000137241 +GCCTAC 0.000522051 0.00011681 +GCCTAG 1.2813E-05 0.000166464 +GCCTAT 0.000324561 0.000125843 +GCCTCA 0.000347964 0.000423714 +GCCTCC 0.000715623 0.000648945 +GCCTCG 0.000251389 0.000162969 +GCCTCT 0.000447715 0.000435381 +GCCTGA 3.51564E-05 0.000334003 +GCCTGC 0.000515168 0.000435758 +GCCTGG 0.000526711 0.000671178 +GCCTGT 0.000315878 0.000413417 +GCCTTA 0.000155027 0.000179099 +GCCTTC 0.000990097 0.000350241 +GCCTTG 0.000494625 0.00032169 +GCCTTT 0.000520145 0.000378952 +GCGAAA 5.7288E-05 4.50302E-05 +GCGAAC 4.00275E-05 3.33358E-05 +GCGAAG 0.000102187 6.95481E-05 +GCGAAT 3.71684E-05 3.21529E-05 +GCGACA 4.70164E-05 5.78268E-05 +GCGACC 7.78312E-05 6.41176E-05 +GCGACG 3.90744E-05 4.22611E-05 +GCGACT 4.20394E-05 5.16435E-05 +GCGAGA 3.20855E-05 9.39047E-05 +GCGAGC 7.12658E-05 0.0001074 +GCGAGG 6.05707E-05 0.000142887 +GCGAGT 3.13443E-05 5.55148E-05 +GCGATA 1.76841E-05 1.91143E-05 +GCGATC 5.11462E-05 4.81756E-05 +GCGATG 7.93137E-05 5.11328E-05 +GCGATT 4.4475E-05 5.5004E-05 +GCGCAA 3.43093E-05 3.94384E-05 +GCGCAC 0.000122624 8.01671E-05 +GCGCAG 0.000270662 0.000159286 +GCGCAT 3.28268E-05 4.69389E-05 +GCGCCA 7.22189E-05 0.000108556 +GCGCCC 0.000278286 0.000223403 +GCGCCG 0.000139778 0.000165819 +GCGCCT 9.9751E-05 0.000145575 +GCGCGA 2.4673E-05 5.39018E-05 +GCGCGC 0.000150474 0.000174368 +GCGCGG 0.000147509 0.000200875 +GCGCGT 2.41435E-05 5.18855E-05 +GCGCTA 4.08746E-05 3.12388E-05 +GCGCTC 0.000208079 0.000116729 +GCGCTG 0.000573939 0.000165953 +GCGCTT 6.05707E-05 6.90373E-05 +GCGGAA 0.000124424 7.78551E-05 +GCGGAC 0.00020575 7.48173E-05 +GCGGAG 0.000416688 0.000211817 +GCGGAT 0.00010621 5.9386E-05 +GCGGCA 0.000147509 0.00011275 +GCGGCC 0.000502461 0.000236496 +GCGGCG 0.000337374 0.000318679 +GCGGCT 0.000193784 0.000161894 +GCGGGA 9.80567E-05 0.000164447 +GCGGGC 0.000324455 0.000228511 +GCGGGG 0.000217716 0.000274402 +GCGGGT 7.70899E-05 9.87975E-05 +GCGGTA 3.37798E-05 3.14539E-05 +GCGGTC 0.000107693 6.48165E-05 +GCGGTG 0.000317255 0.000146919 +GCGGTT 5.17816E-05 5.89559E-05 +GCGTAA 1.16482E-06 2.53513E-05 +GCGTAC 5.61232E-05 1.64259E-05 +GCGTAG 1.4825E-06 3.45993E-05 +GCGTAT 4.10864E-05 2.45717E-05 +GCGTCA 4.36278E-05 5.00305E-05 +GCGTCC 0.000136284 0.000103233 +GCGTCG 5.67585E-05 4.41161E-05 +GCGTCT 6.17355E-05 8.42534E-05 +GCGTGA 4.4475E-06 9.869E-05 +GCGTGC 6.56535E-05 9.34208E-05 +GCGTGG 7.05246E-05 0.00014985 +GCGTGT 4.32042E-05 8.97646E-05 +GCGTTA 2.20257E-05 2.71794E-05 +GCGTTC 7.87842E-05 5.62407E-05 +GCGTTG 6.14178E-05 5.3391E-05 +GCGTTT 6.98892E-05 7.29623E-05 +GCTAAA 0.000260073 0.000196036 +GCTAAC 0.000120506 0.000113261 +GCTAAG 0.000232011 0.000161275 +GCTAAT 0.000180441 0.00019695 +GCTACA 0.000208926 0.00016477 +GCTACC 0.00016964 0.000123665 +GCTACG 4.17217E-05 3.36852E-05 +GCTACT 0.000186371 0.000208026 +GCTAGA 9.42446E-05 0.000155845 +GCTAGC 8.68321E-05 9.42004E-05 +GCTAGG 6.59712E-05 0.000143156 +GCTAGT 0.000102716 0.000111944 +GCTATA 0.000107799 0.000130359 +GCTATC 0.000148038 9.03023E-05 +GCTATG 0.000202785 0.000145468 +GCTATT 0.00022894 0.000197649 +GCTCAA 0.000208503 0.000197407 +GCTCAC 0.000202149 0.000300156 +GCTCAG 0.000572668 0.000374947 +GCTCAT 0.000197172 0.000206574 +GCTCCA 0.000335998 0.000313598 +GCTCCC 0.000317678 0.000384598 +GCTCCG 9.60447E-05 0.000157995 +GCTCCT 0.000339069 0.000388469 +GCTCGA 0.000129083 4.33365E-05 +GCTCGC 0.000117647 0.000100088 +GCTCGG 0.00017197 0.00012388 +GCTCGT 7.85724E-05 4.93853E-05 +GCTCTA 0.00013406 0.000151113 +GCTCTC 0.000259649 0.000296177 +GCTCTG 0.00061852 0.000490762 +GCTCTT 0.000266214 0.000310775 +GCTGAA 0.000692962 0.000334406 +GCTGAC 0.000565997 0.00022714 +GCTGAG 0.000984485 0.000527243 +GCTGAT 0.000508815 0.000224291 +GCTGCA 0.000581034 0.000404572 +GCTGCC 0.000926244 0.000506811 +GCTGCG 0.000201514 0.000189019 +GCTGCT 0.000739449 0.000526678 +GCTGGA 0.000512097 0.000491326 +GCTGGC 0.000530735 0.00037492 +GCTGGG 0.000514427 0.000710804 +GCTGGT 0.000331444 0.000318625 +GCTGTA 0.000229681 0.000221306 +GCTGTC 0.000451315 0.000294457 +GCTGTG 0.000976543 0.000491676 +GCTGTT 0.000399004 0.000342767 +GCTTAA 5.92999E-06 0.000181572 +GCTTAC 0.000146661 0.000115519 +GCTTAG 4.4475E-06 0.000147591 +GCTTAT 0.000206067 0.000177755 +GCTTCA 0.000269285 0.00029529 +GCTTCC 0.00031429 0.000374382 +GCTTCG 6.4171E-05 7.68873E-05 +GCTTCT 0.000337268 0.00039105 +GCTTGA 7.83606E-06 0.000232893 +GCTTGC 0.000115 0.000191439 +GCTTGG 0.000138402 0.000277708 +GCTTGT 0.000155239 0.000220554 +GCTTTA 0.000186477 0.000257922 +GCTTTC 0.000311219 0.000318921 +GCTTTG 0.000346269 0.000368737 +GCTTTT 0.000340869 0.000470868 +GGAAAA 0.00063038 0.000625798 +GGAAAC 0.000357388 0.000337551 +GGAAAG 0.000502249 0.00047197 +GGAAAT 0.000445385 0.000427235 +GGAACA 0.000304865 0.000287252 +GGAACC 0.000244718 0.000219855 +GGAACG 5.84528E-05 7.29354E-05 +GGAACT 0.000241012 0.000257277 +GGAAGA 0.000306136 0.000547325 +GGAAGC 0.000294382 0.000385378 +GGAAGG 0.000178641 0.00050259 +GGAAGT 0.000274686 0.000321851 +GGAATA 0.000170911 0.00023948 +GGAATC 0.00024313 0.000204397 +GGAATG 0.000330174 0.000300344 +GGAATT 0.00032022 0.000310426 +GGACAA 0.000216127 0.000224102 +GGACAC 0.000207656 0.000244964 +GGACAG 0.000424842 0.000352821 +GGACAT 0.000185524 0.000221306 +GGACCA 0.000262296 0.000241496 +GGACCC 0.000289405 0.000281499 +GGACCG 5.59114E-05 8.67267E-05 +GGACCT 0.000252872 0.000238351 +GGACGA 8.41847E-05 5.77461E-05 +GGACGC 9.40328E-05 0.000110331 +GGACGG 9.48799E-05 0.000106406 +GGACGT 7.02069E-05 7.04352E-05 +GGACTA 9.76331E-05 0.000142349 +GGACTC 0.000212315 0.000242545 +GGACTG 0.00031429 0.000298167 +GGACTT 0.000216974 0.000270826 +GGAGAA 0.000798855 0.000520602 +GGAGAC 0.000553184 0.000314781 +GGAGAG 0.000879334 0.000530012 +GGAGAT 0.000532641 0.000281902 +GGAGCA 0.000360459 0.000352956 +GGAGCC 0.000500767 0.000455436 +GGAGCG 9.11737E-05 0.000165523 +GGAGCT 0.000392015 0.000390136 +GGAGGA 0.000474611 0.000576816 +GGAGGC 0.000474188 0.000600339 +GGAGGG 0.000298935 0.000563374 +GGAGGT 0.000276592 0.0003179 +GGAGTA 0.000161381 0.000152189 +GGAGTC 0.000243236 0.00025061 +GGAGTG 0.000340763 0.0003493 +GGAGTT 0.000231587 0.000305049 +GGATAA 3.91803E-06 0.000180524 +GGATAC 0.000137872 0.000106217 +GGATAG 3.07089E-06 0.000118127 +GGATAT 0.000196749 0.000180847 +GGATCA 0.000176735 0.000202031 +GGATCC 0.000167522 0.000186573 +GGATCG 3.53682E-05 4.91971E-05 +GGATCT 0.000198337 0.000199558 +GGATGA 6.98892E-06 0.000248136 +GGATGC 8.45024E-05 0.000209827 +GGATGG 0.000131836 0.000306205 +GGATGT 0.000103351 0.000229345 +GGATTA 0.000135437 0.00024983 +GGATTC 0.000205961 0.000205149 +GGATTG 0.000132366 0.000192111 +GGATTT 0.000345528 0.000355268 +GGCAAA 0.000494413 0.000268837 +GGCAAC 0.00046434 0.000175712 +GGCAAG 0.000771111 0.000248163 +GGCAAT 0.00026039 0.00014985 +GGCACA 0.00032742 0.000279859 +GGCACC 0.000632709 0.000264885 +GGCACG 0.000173452 9.48187E-05 +GGCACT 0.000296712 0.000225097 +GGCAGA 0.000220575 0.000436 +GGCAGC 0.000843859 0.000436887 +GGCAGG 0.000274686 0.00055168 +GGCAGT 0.00038132 0.000265423 +GGCATA 0.000121035 0.000126945 +GGCATC 0.00068682 0.000203698 +GGCATG 0.000514851 0.000266552 +GGCATT 0.000337692 0.000245233 +GGCCAA 0.000199608 0.000277386 +GGCCAC 0.000477576 0.00029736 +GGCCAG 0.00080775 0.000492294 +GGCCAT 0.000227352 0.00022093 +GGCCCA 0.000349976 0.000360752 +GGCCCC 0.000609201 0.00042124 +GGCCCG 0.000204267 0.000196412 +GGCCCT 0.000408111 0.000359999 +GGCCGA 0.000167311 0.000128504 +GGCCGC 0.000453645 0.000235259 +GGCCGG 0.000371048 0.000257788 +GGCCGT 0.000141155 9.30444E-05 +GGCCTA 0.000126118 0.000127993 +GGCCTC 0.000597976 0.000445543 +GGCCTG 0.001031925 0.000477615 +GGCCTT 0.000277227 0.000304995 +GGCGAA 9.44563E-05 5.62407E-05 +GGCGAC 0.0002426 8.14575E-05 +GGCGAG 0.000453327 0.000128262 +GGCGAT 0.000113199 4.44925E-05 +GGCGCA 8.51378E-05 0.000108771 +GGCGCC 0.00039085 0.00021765 +GGCGCG 0.000190183 0.000176545 +GGCGCT 0.000116694 0.000127939 +GGCGGA 0.000104304 0.000164071 +GGCGGC 0.000566844 0.000361263 +GGCGGG 0.000243977 0.000329271 +GGCGGT 0.00011214 0.000100894 +GGCGTA 3.69566E-05 2.74214E-05 +GGCGTC 0.000218139 8.77214E-05 +GGCGTG 0.000334198 0.000166625 +GGCGTT 6.21591E-05 5.96549E-05 +GGCTAA 6.45946E-06 0.000172163 +GGCTAC 0.000578386 0.000121272 +GGCTAG 5.92999E-06 0.000137376 +GGCTAT 0.000317255 0.000120143 +GGCTCA 0.000281675 0.000372635 +GGCTCC 0.000728119 0.000392233 +GGCTCG 0.000158733 0.000100518 +GGCTCT 0.000408217 0.000343735 +GGCTGA 1.94843E-05 0.000410111 +GGCTGC 0.000506697 0.000489579 +GGCTGG 0.000506379 0.00066486 +GGCTGT 0.000298935 0.000349192 +GGCTTA 0.000115211 0.000159124 +GGCTTC 0.000764334 0.000325965 +GGCTTG 0.000269603 0.000248002 +GGCTTT 0.000410758 0.000350832 +GGGAAA 0.000591199 0.000482696 +GGGAAC 0.000374013 0.000229667 +GGGAAG 0.000761157 0.000515521 +GGGAAT 0.000254143 0.000240905 +GGGACA 0.000256684 0.000294188 +GGGACC 0.00036173 0.000285908 +GGGACG 0.000107481 0.000112723 +GGGACT 0.000216445 0.000290451 +GGGAGA 0.00018383 0.000461405 +GGGAGC 0.000344363 0.000397314 +GGGAGG 0.000191031 0.000742151 +GGGAGT 0.00017017 0.000252465 +GGGATA 9.21267E-05 0.000140817 +GGGATC 0.000264097 0.000169421 +GGGATG 0.000283475 0.000267761 +GGGATT 0.000188807 0.000307764 +GGGCAA 0.000149097 0.000238055 +GGGCAC 0.000216974 0.000247303 +GGGCAG 0.00061026 0.000506596 +GGGCAT 0.000126118 0.000207327 +GGGCCA 0.000281039 0.000328895 +GGGCCC 0.000529358 0.000380431 +GGGCCG 0.0001761 0.000225984 +GGGCCT 0.000345634 0.000367661 +GGGCGA 8.28081E-05 9.48994E-05 +GGGCGC 0.000183618 0.000206171 +GGGCGG 0.000189442 0.000296312 +GGGCGT 6.7136E-05 9.87169E-05 +GGGCTA 8.83146E-05 0.000131381 +GGGCTC 0.000331868 0.000338949 +GGGCTG 0.000771217 0.000524366 +GGGCTT 0.000184253 0.000277386 +GGGGAA 0.000424524 0.000394276 +GGGGAC 0.000656853 0.000278219 +GGGGAG 0.000908878 0.000499875 +GGGGAT 0.000347222 0.000202434 +GGGGCA 0.00028284 0.000314405 +GGGGCC 0.000660241 0.000416724 +GGGGCG 0.000182771 0.00023456 +GGGGCT 0.000390109 0.000392851 +GGGGGA 0.000190289 0.00032204 +GGGGGC 0.000588128 0.000351639 +GGGGGG 0.000135966 0.000235555 +GGGGGT 0.000202573 0.000239157 +GGGGTA 7.93137E-05 0.000119605 +GGGGTC 0.000282204 0.000221683 +GGGGTG 0.000370625 0.000351854 +GGGGTT 0.000148568 0.000245314 +GGGTAA 3.49446E-06 0.00013052 +GGGTAC 0.000126542 9.12163E-05 +GGGTAG 3.60035E-06 0.000145226 +GGGTAT 9.30797E-05 0.000114471 +GGGTCA 0.000121777 0.00019082 +GGGTCC 0.00021708 0.000238404 +GGGTCG 4.81812E-05 7.26397E-05 +GGGTCT 0.000168687 0.000259159 +GGGTGA 6.88303E-06 0.00025897 +GGGTGC 8.31258E-05 0.000224291 +GGGTGG 0.000100704 0.000444844 +GGGTGT 6.84067E-05 0.000233915 +GGGTTA 6.04648E-05 0.000116863 +GGGTTC 0.000143167 0.000213483 +GGGTTG 0.000115 0.000199369 +GGGTTT 0.000155556 0.000318383 +GGTAAA 0.000185842 0.00019617 +GGTAAC 0.000103563 0.000109443 +GGTAAG 7.04187E-05 0.000115949 +GGTAAT 0.000106422 0.000141569 +GGTACA 0.000106952 0.00012845 +GGTACC 0.000125483 0.000102964 +GGTACG 1.53545E-05 2.43566E-05 +GGTACT 0.000103881 0.000115197 +GGTAGA 7.3066E-05 0.000163802 +GGTAGC 9.92215E-05 0.000115197 +GGTAGG 3.61094E-05 0.000152054 +GGTAGT 7.8043E-05 0.000106325 +GGTATA 6.04648E-05 0.000114014 +GGTATC 0.000117329 9.31788E-05 +GGTATG 9.15972E-05 0.000115008 +GGTATT 0.000139461 0.000180793 +GGTCAA 0.000123789 0.00013837 +GGTCAC 0.000138614 0.000182917 +GGTCAG 0.000252766 0.0002701 +GGTCAT 0.000140731 0.000159178 +GGTCCA 0.000168793 0.000161141 +GGTCCC 0.00024493 0.000258675 +GGTCCG 4.75459E-05 6.69941E-05 +GGTCCT 0.000248319 0.000229398 +GGTCGA 6.59712E-05 2.92763E-05 +GGTCGC 7.39131E-05 6.23164E-05 +GGTCGG 7.4019E-05 7.77207E-05 +GGTCGT 5.85587E-05 3.84168E-05 +GGTCTA 6.22649E-05 9.80985E-05 +GGTCTC 0.000179488 0.000279832 +GGTCTG 0.000254566 0.000259965 +GGTCTT 0.000165404 0.000241792 +GGTGAA 0.000439137 0.000273326 +GGTGAC 0.000391168 0.000226468 +GGTGAG 0.00039911 0.00027416 +GGTGAT 0.000341186 0.000214129 +GGTGCA 0.000227987 0.00022507 +GGTGCC 0.000399322 0.000268165 +GGTGCG 6.19473E-05 9.31519E-05 +GGTGCT 0.000323079 0.000282198 +GGTGGA 0.000338116 0.000329648 +GGTGGC 0.000475776 0.000376264 +GGTGGG 0.000292793 0.000489659 +GGTGGT 0.0002965 0.00026846 +GGTGTA 0.000121247 0.000117455 +GGTGTC 0.000273945 0.000203509 +GGTGTG 0.000424206 0.000326099 +GGTGTT 0.000238153 0.000227866 +GGTTAA 4.55339E-06 0.000157511 +GGTTAC 0.000142002 9.3609E-05 +GGTTAG 2.8591E-06 0.000109685 +GGTTAT 0.000181288 0.000143451 +GGTTCA 0.000138825 0.000223081 +GGTTCC 0.000186795 0.000208375 +GGTTCG 2.61555E-05 4.07825E-05 +GGTTCT 0.000208926 0.000241926 +GGTTGA 3.07089E-06 0.000164474 +GGTTGC 7.03128E-05 0.000180578 +GGTTGG 8.66203E-05 0.000223592 +GGTTGT 9.21267E-05 0.00018254 +GGTTTA 0.000115 0.000184368 +GGTTTC 0.000205008 0.000301366 +GGTTTG 0.000167628 0.000262331 +GGTTTT 0.000222057 0.000433392 +GTAAAA 0.000271403 0.000384463 +GTAAAC 0.000118176 0.00017305 +GTAAAG 0.000220045 0.000216279 +GTAAAT 0.000199608 0.000337713 +GTAACA 0.00015058 0.000190659 +GTAACC 0.000106952 0.000111863 +GTAACG 2.36141E-05 2.78515E-05 +GTAACT 0.000141896 0.000191788 +GTAAGA 9.10678E-05 0.000185686 +GTAAGC 7.3066E-05 0.0001099 +GTAAGG 5.58055E-05 0.000128289 +GTAAGT 6.01471E-05 0.000157108 +GTAATA 8.18551E-05 0.000207703 +GTAATC 7.81489E-05 0.000194073 +GTAATG 0.000126754 0.000177674 +GTAATT 0.000152274 0.000269993 +GTACAA 0.00013872 0.00015942 +GTACAC 8.42906E-05 0.000106379 +GTACAG 0.000238471 0.000193751 +GTACAT 0.000111082 0.000191788 +GTACCA 0.000128236 0.000133934 +GTACCC 0.000108964 0.000107158 +GTACCG 2.19198E-05 2.72601E-05 +GTACCT 0.000132366 0.000150092 +GTACGA 4.4475E-05 1.93294E-05 +GTACGC 3.62153E-05 1.79314E-05 +GTACGG 5.14639E-05 2.22866E-05 +GTACGT 3.37798E-05 3.29594E-05 +GTACTA 5.62291E-05 9.92277E-05 +GTACTC 6.93598E-05 0.000102185 +GTACTG 0.000145708 0.000164555 +GTACTT 9.63624E-05 0.000188723 +GTAGAA 0.000381002 0.00022464 +GTAGAC 0.000181077 0.000106244 +GTAGAG 0.000270238 0.000219048 +GTAGAT 0.000258484 0.00014415 +GTAGCA 0.00018203 0.000159635 +GTAGCC 0.00018203 0.000125359 +GTAGCG 2.59437E-05 3.40885E-05 +GTAGCT 0.000187324 0.000231872 +GTAGGA 0.000142743 0.000163829 +GTAGGC 9.1809E-05 9.92545E-05 +GTAGGG 8.86322E-05 0.000144392 +GTAGGT 7.23248E-05 0.000126676 +GTAGTA 8.51378E-05 0.000116514 +GTAGTC 6.42769E-05 0.000112616 +GTAGTG 0.000149732 0.000136381 +GTAGTT 0.00010314 0.000175981 +GTATAA 5.61232E-06 0.000211306 +GTATAC 7.47603E-05 0.000109309 +GTATAG 4.4475E-06 0.000116863 +GTATAT 0.000116694 0.000274805 +GTATCA 0.000105893 0.000149124 +GTATCC 0.000103881 0.000111755 +GTATCG 2.09668E-05 2.08886E-05 +GTATCT 0.000142743 0.000192514 +GTATGA 8.36553E-06 0.000154474 +GTATGC 5.55937E-05 0.000104147 +GTATGG 7.37014E-05 0.000127294 +GTATGT 8.32317E-05 0.000240958 +GTATTA 8.9903E-05 0.000214505 +GTATTC 9.10678E-05 0.000167647 +GTATTG 9.74213E-05 0.00017141 +GTATTT 0.000208503 0.000533399 +GTCAAA 0.000317467 0.000208994 +GTCAAC 0.000425583 0.000112159 +GTCAAG 0.000523957 0.000182164 +GTCAAT 0.000280616 0.000131569 +GTCACA 0.000304653 0.000232705 +GTCACC 0.000581987 0.000231146 +GTCACG 0.000133001 6.01388E-05 +GTCACT 0.00031249 0.000237705 +GTCAGA 0.000168899 0.000235877 +GTCAGC 0.000442949 0.000212865 +GTCAGG 0.000175253 0.00027631 +GTCAGT 0.000239106 0.00020281 +GTCATA 0.000117647 0.000140037 +GTCATC 0.000703446 0.000183239 +GTCATG 0.000405463 0.000186169 +GTCATT 0.000364801 0.000266579 +GTCCAA 0.00014232 0.000157458 +GTCCAC 0.000281887 0.00016184 +GTCCAG 0.000527875 0.000270154 +GTCCAT 0.000178429 0.000161759 +GTCCCA 0.000222269 0.000276257 +GTCCCC 0.000299041 0.000297683 +GTCCCG 9.9751E-05 0.000104685 +GTCCCT 0.000257849 0.00029236 +GTCCGA 0.000107693 4.01104E-05 +GTCCGC 0.000176947 7.09998E-05 +GTCCGG 0.000174299 8.15113E-05 +GTCCGT 8.00549E-05 5.1993E-05 +GTCCTA 0.000121035 0.000128773 +GTCCTC 0.000410864 0.00026674 +GTCCTG 0.000739131 0.000339218 +GTCCTT 0.000227246 0.000260046 +GTCGAA 4.90283E-05 2.57546E-05 +GTCGAC 8.06903E-05 2.21253E-05 +GTCGAG 9.31856E-05 4.42237E-05 +GTCGAT 6.04648E-05 2.08349E-05 +GTCGCA 4.33101E-05 3.45724E-05 +GTCGCC 0.000121035 9.27218E-05 +GTCGCG 3.54741E-05 4.14815E-05 +GTCGCT 5.42171E-05 5.8714E-05 +GTCGGA 4.46867E-05 4.62668E-05 +GTCGGC 8.87381E-05 7.35806E-05 +GTCGGG 9.43505E-05 8.69956E-05 +GTCGGT 3.75919E-05 4.38204E-05 +GTCGTA 2.68968E-05 1.99208E-05 +GTCGTC 0.000110976 4.15622E-05 +GTCGTG 0.000157568 5.58643E-05 +GTCGTT 3.92862E-05 3.77985E-05 +GTCTAA 9.95392E-06 0.000127025 +GTCTAC 0.000322338 0.000103932 +GTCTAG 6.98892E-06 0.000113906 +GTCTAT 0.000205644 0.000129956 +GTCTCA 0.000184465 0.000306958 +GTCTCC 0.000395615 0.000313786 +GTCTCG 6.40651E-05 9.26412E-05 +GTCTCT 0.000245777 0.00034852 +GTCTGA 2.13903E-05 0.000232947 +GTCTGC 0.000285593 0.000249938 +GTCTGG 0.00022301 0.000286419 +GTCTGT 0.00019982 0.000311501 +GTCTTA 0.000108117 0.000176169 +GTCTTC 0.000551807 0.000278434 +GTCTTG 0.000216021 0.000274106 +GTCTTT 0.000313443 0.0003568 +GTGAAA 0.000607401 0.000415729 +GTGAAC 0.000459257 0.000195471 +GTGAAG 0.000984273 0.000321152 +GTGAAT 0.000412664 0.00027209 +GTGACA 0.000375813 0.00027424 +GTGACC 0.00055329 0.000224452 +GTGACG 0.000162439 7.26666E-05 +GTGACT 0.000367342 0.000276848 +GTGAGA 0.000202043 0.000316502 +GTGAGC 0.000397733 0.000316824 +GTGAGG 0.000269921 0.000324217 +GTGAGT 0.000192513 0.000211359 +GTGATA 0.000145391 0.000168668 +GTGATC 0.000432042 0.000205714 +GTGATG 0.000522157 0.000273461 +GTGATT 0.000353152 0.000290613 +GTGCAA 0.000212209 0.000202622 +GTGCAC 0.000376131 0.000183777 +GTGCAG 0.000908348 0.000351639 +GTGCAT 0.000189124 0.000213322 +GTGCCA 0.000320114 0.000289188 +GTGCCC 0.000673054 0.0002833 +GTGCCG 0.000158204 8.82591E-05 +GTGCCT 0.000418806 0.000342364 +GTGCGA 0.000105575 4.80411E-05 +GTGCGC 0.000316937 8.44416E-05 +GTGCGG 0.000343093 0.00010119 +GTGCGT 0.000100175 6.90104E-05 +GTGCTA 0.000167522 0.000159501 +GTGCTC 0.000496213 0.000225258 +GTGCTG 0.001335414 0.000434386 +GTGCTT 0.000265897 0.000286822 +GTGGAA 0.000826917 0.000341288 +GTGGAC 0.000999945 0.000202085 +GTGGAG 0.001508019 0.00039105 +GTGGAT 0.000759357 0.000238189 +GTGGCA 0.000503944 0.000319889 +GTGGCC 0.001212472 0.000329298 +GTGGCG 0.000266003 0.000141946 +GTGGCT 0.000687879 0.000398201 +GTGGGA 0.00035114 0.000365833 +GTGGGC 0.000769523 0.000290478 +GTGGGG 0.000442102 0.000430273 +GTGGGT 0.000255731 0.000259266 +GTGGTA 0.000236353 0.000160388 +GTGGTC 0.000574998 0.00019238 +GTGGTG 0.001182293 0.000373334 +GTGGTT 0.000341504 0.000259669 +GTGTAA 1.01657E-05 0.000207031 +GTGTAC 0.000331656 0.000133477 +GTGTAG 9.63624E-06 0.000147242 +GTGTAT 0.000234658 0.000251201 +GTGTCA 0.000238788 0.000222489 +GTGTCC 0.000489225 0.00025311 +GTGTCG 0.00011267 4.97886E-05 +GTGTCT 0.00036893 0.0003254 +GTGTGA 3.10266E-05 0.000315399 +GTGTGC 0.000330491 0.000266498 +GTGTGG 0.000316513 0.00035266 +GTGTGT 0.000253931 0.000596683 +GTGTTA 0.000127283 0.000207811 +GTGTTC 0.000410546 0.000243136 +GTGTTG 0.000257531 0.000263164 +GTGTTT 0.000411287 0.000463797 +GTTAAA 0.000234552 0.000303006 +GTTAAC 0.000120718 0.000134849 +GTTAAG 0.000158733 0.000167781 +GTTAAT 0.000174088 0.000231737 +GTTACA 0.000147191 0.000180255 +GTTACC 0.000138084 0.000123611 +GTTACG 2.36141E-05 2.61041E-05 +GTTACT 0.000156827 0.000186922 +GTTAGA 7.46544E-05 0.000158184 +GTTAGC 7.68781E-05 0.000107642 +GTTAGG 4.89225E-05 0.000127563 +GTTAGT 8.74674E-05 0.000123934 +GTTATA 9.14913E-05 0.000176572 +GTTATC 0.000133319 0.000122133 +GTTATG 0.000137449 0.000158829 +GTTATT 0.000220786 0.000292656 +GTTCAA 0.000199714 0.000256417 +GTTCAC 0.000176206 0.000176007 +GTTCAG 0.000372531 0.000235931 +GTTCAT 0.000200984 0.000235071 +GTTCCA 0.000250013 0.000228377 +GTTCCC 0.000198125 0.00023663 +GTTCCG 4.00275E-05 5.73967E-05 +GTTCCT 0.000293535 0.000298678 +GTTCGA 0.000118918 4.00029E-05 +GTTCGC 7.46544E-05 3.22873E-05 +GTTCGG 8.84205E-05 4.58904E-05 +GTTCGT 8.54555E-05 3.98416E-05 +GTTCTA 0.000101233 0.00017348 +GTTCTC 0.00019929 0.000260825 +GTTCTG 0.000303383 0.000329836 +GTTCTT 0.000240271 0.000340079 +GTTGAA 0.000397733 0.000267385 +GTTGAC 0.000233599 0.000128719 +GTTGAG 0.000258272 0.000196654 +GTTGAT 0.000319478 0.000183347 +GTTGCA 0.000223963 0.000223645 +GTTGCC 0.000248319 0.000214801 +GTTGCG 3.33562E-05 4.02718E-05 +GTTGCT 0.000291417 0.000248217 +GTTGGA 0.000302747 0.000231495 +GTTGGC 0.000247154 0.00019496 +GTTGGG 0.000201196 0.000247195 +GTTGGT 0.000204902 0.000193858 +GTTGTA 0.000146979 0.000192917 +GTTGTC 0.000196219 0.000167109 +GTTGTG 0.000296394 0.000226603 +GTTGTT 0.000226187 0.000297602 +GTTTAA 9.42446E-06 0.000321072 +GTTTAC 0.000133319 0.00018953 +GTTTAG 4.4475E-06 0.000173346 +GTTTAT 0.000188171 0.000328841 +GTTTCA 0.000201937 0.000349058 +GTTTCC 0.000212633 0.000340267 +GTTTCG 2.95441E-05 4.91702E-05 +GTTTCT 0.000300418 0.000468233 +GTTTGA 7.83606E-06 0.000289 +GTTTGC 0.000106528 0.000245179 +GTTTGG 0.000110658 0.000297172 +GTTTGT 0.000128236 0.000380995 +GTTTTA 0.0001761 0.000465733 +GTTTTC 0.000205326 0.000444952 +GTTTTG 0.00023487 0.000479067 +GTTTTT 0.000233917 0.000721343 +TAAAAA 1.05893E-07 0.000972275 +TAAAAC 0 0.000401562 +TAAAAG 0 0.00048189 +TAAAAT 0 0.000828205 +TAAACA 1.05893E-07 0.000376855 +TAAACC 0 0.000195794 +TAAACG 1.05893E-07 5.07564E-05 +TAAACT 0 0.000327497 +TAAAGA 2.11786E-07 0.000444871 +TAAAGC 1.05893E-07 0.000258245 +TAAAGG 3.17678E-07 0.000283273 +TAAAGT 0 0.000361048 +TAAATA 0 0.000616685 +TAAATC 0 0.000259911 +TAAATG 0 0.00049345 +TAAATT 0 0.000528452 +TAACAA 0 0.000263514 +TAACAC 0 0.000166437 +TAACAG 0 0.000216467 +TAACAT 0 0.00026967 +TAACCA 1.05893E-07 0.00019531 +TAACCC 0 0.000130977 +TAACCG 0 2.6588E-05 +TAACCT 0 0.000187648 +TAACGA 0 3.04861E-05 +TAACGC 0 2.55933E-05 +TAACGG 0 3.11851E-05 +TAACGT 0 4.48957E-05 +TAACTA 0 0.000170873 +TAACTC 0 0.000161786 +TAACTG 0 0.000243405 +TAACTT 1.05893E-07 0.00030271 +TAAGAA 0 0.000385808 +TAAGAC 0 0.000162243 +TAAGAG 2.11786E-07 0.000231227 +TAAGAT 0 0.000234748 +TAAGCA 0 0.000226414 +TAAGCC 0 0.000160979 +TAAGCG 1.05893E-07 2.93301E-05 +TAAGCT 0 0.000185202 +TAAGGA 0 0.000250368 +TAAGGC 0 0.000136919 +TAAGGG 0 0.000159313 +TAAGGT 0 0.000153425 +TAAGTA 0 0.000211843 +TAAGTC 0 0.000138989 +TAAGTG 0 0.000224532 +TAAGTT 0 0.000241765 +TAATAA 0 0.000479228 +TAATAC 0 0.000178051 +TAATAG 0 0.000190014 +TAATAT 0 0.000363548 +TAATCA 0 0.00022335 +TAATCC 0 0.000228753 +TAATCG 0 2.74751E-05 +TAATCT 0 0.000232598 +TAATGA 2.11786E-07 0.000304377 +TAATGC 1.05893E-07 0.000175658 +TAATGG 0 0.000202569 +TAATGT 0 0.000318679 +TAATTA 0 0.000327121 +TAATTC 1.05893E-07 0.000247679 +TAATTG 0 0.000255207 +TAATTT 0 0.000679781 +TACAAA 0.000433419 0.000397179 +TACAAC 0.00043289 0.000141381 +TACAAG 0.000581457 0.000193321 +TACAAT 0.000280616 0.000220446 +TACACA 0.000271085 0.000255422 +TACACC 0.000352199 0.000113315 +TACACG 0.000169005 3.7664E-05 +TACACT 0.000188807 0.000173023 +TACAGA 0.00025446 0.000318625 +TACAGC 0.000461904 0.000193885 +TACAGG 0.000217716 0.00028494 +TACAGT 0.000243024 0.00027166 +TACATA 0.000114894 0.000263863 +TACATC 0.000501614 0.000151973 +TACATG 0.000390533 0.0002312 +TACATT 0.000279451 0.000344918 +TACCAA 0.000191031 0.000189396 +TACCAC 0.000313019 0.000149823 +TACCAG 0.000639169 0.000188455 +TACCAT 0.000180335 0.000183965 +TACCCA 0.000244189 0.000194503 +TACCCC 0.000255943 0.000139311 +TACCCG 0.000123047 3.97878E-05 +TACCCT 0.000203526 0.000172432 +TACCGA 0.000137025 2.7045E-05 +TACCGC 0.000275109 2.86849E-05 +TACCGG 0.000231058 3.04592E-05 +TACCGT 8.61967E-05 3.30669E-05 +TACCTA 0.000119129 0.000152215 +TACCTC 0.000327738 0.000185524 +TACCTG 0.000824163 0.000244991 +TACCTT 0.000190289 0.000237329 +TACGAA 0.000115211 3.48412E-05 +TACGAC 0.00020342 1.90605E-05 +TACGAG 0.000306771 2.78784E-05 +TACGAT 0.000113411 2.73407E-05 +TACGCA 6.45946E-05 2.83085E-05 +TACGCC 0.000187324 2.60772E-05 +TACGCG 7.93137E-05 1.30117E-05 +TACGCT 5.97235E-05 2.80666E-05 +TACGGA 7.6031E-05 3.70995E-05 +TACGGC 0.000190713 2.7959E-05 +TACGGG 0.000144332 3.06743E-05 +TACGGT 5.77116E-05 2.91688E-05 +TACGTA 3.71684E-05 3.93308E-05 +TACGTC 0.000132154 2.5889E-05 +TACGTG 0.000291629 5.26651E-05 +TACGTT 5.337E-05 4.66163E-05 +TACTAA 8.89499E-06 0.000224963 +TACTAC 0.000357176 0.000120681 +TACTAG 6.98892E-06 0.000105841 +TACTAT 0.000227669 0.000175174 +TACTCA 0.000164981 0.000195364 +TACTCC 0.00027098 0.000144688 +TACTCG 0.000101022 4.05944E-05 +TACTCT 0.000152591 0.000205714 +TACTGA 2.14962E-05 0.000245206 +TACTGC 0.000305395 0.000177836 +TACTGG 0.000274262 0.000194208 +TACTGT 0.000207126 0.00029365 +TACTTA 9.56212E-05 0.000214881 +TACTTC 0.000438608 0.000207542 +TACTTG 0.000214751 0.000238082 +TACTTT 0.00027638 0.000409438 +TAGAAA 0 0.000455463 +TAGAAC 0 0.000171249 +TAGAAG 1.05893E-07 0.000279321 +TAGAAT 0 0.000287763 +TAGACA 2.11786E-07 0.000188455 +TAGACC 0 0.000105814 +TAGACG 0 3.08625E-05 +TAGACT 0 0.000168776 +TAGAGA 1.05893E-07 0.00032005 +TAGAGC 0 0.000157323 +TAGAGG 1.05893E-07 0.000208456 +TAGAGT 0 0.000180309 +TAGATA 0 0.000179153 +TAGATC 0 0.000110384 +TAGATG 1.05893E-07 0.000198348 +TAGATT 0 0.000231925 +TAGCAA 0 0.000205069 +TAGCAC 0 0.000135252 +TAGCAG 1.05893E-07 0.000208241 +TAGCAT 1.05893E-07 0.000188992 +TAGCCA 1.05893E-07 0.000211897 +TAGCCC 2.11786E-07 0.000130977 +TAGCCG 2.11786E-07 5.08639E-05 +TAGCCT 2.11786E-07 0.000181277 +TAGCGA 0 2.72332E-05 +TAGCGC 0 3.06743E-05 +TAGCGG 1.05893E-07 3.92771E-05 +TAGCGT 0 2.9115E-05 +TAGCTA 0 0.000144446 +TAGCTC 0 0.000155307 +TAGCTG 0 0.000295075 +TAGCTT 0 0.000210311 +TAGGAA 0 0.000296715 +TAGGAC 0 0.000127939 +TAGGAG 1.05893E-07 0.000218349 +TAGGAT 1.05893E-07 0.000175577 +TAGGCA 1.05893E-07 0.000167216 +TAGGCC 0 0.000124713 +TAGGCG 0 3.85781E-05 +TAGGCT 0 0.000158452 +TAGGGA 0 0.000191949 +TAGGGC 0 0.000125305 +TAGGGG 0 0.000144822 +TAGGGT 0 0.000129257 +TAGGTA 0 0.000135171 +TAGGTC 0 9.65124E-05 +TAGGTG 0 0.000164689 +TAGGTT 0 0.000161168 +TAGTAA 0 0.000191949 +TAGTAC 0 9.19422E-05 +TAGTAG 0 0.000163695 +TAGTAT 0 0.000179986 +TAGTCA 0 0.000151543 +TAGTCC 0 0.000131246 +TAGTCG 0 2.17489E-05 +TAGTCT 0 0.000161625 +TAGTGA 1.05893E-07 0.000187352 +TAGTGC 0 0.000119847 +TAGTGG 1.05893E-07 0.000155468 +TAGTGT 1.05893E-07 0.000179287 +TAGTTA 1.05893E-07 0.000173265 +TAGTTC 0 0.000158372 +TAGTTG 0 0.000165146 +TAGTTT 0 0.000342606 +TATAAA 0.000320537 0.000524769 +TATAAC 0.000165616 0.000158802 +TATAAG 0.000238259 0.000194423 +TATAAT 0.000221845 0.000359489 +TATACA 0.00013999 0.000255126 +TATACC 0.000131942 0.000123557 +TATACG 3.04971E-05 2.63729E-05 +TATACT 0.00013586 0.000207945 +TATAGA 0.000117435 0.000218699 +TATAGC 0.000114894 0.000128477 +TATAGG 7.94196E-05 0.000135682 +TATAGT 0.00010674 0.000193213 +TATATA 8.86322E-05 0.000546223 +TATATC 0.000163287 0.000172244 +TATATG 0.000153333 0.000286069 +TATATT 0.00020935 0.000518344 +TATCAA 0.000154921 0.000211978 +TATCAC 0.000130672 0.000145441 +TATCAG 0.000299994 0.000196762 +TATCAT 0.000134484 0.000209935 +TATCCA 0.000196008 0.000192487 +TATCCC 0.000117859 0.000137806 +TATCCG 3.22973E-05 2.42222E-05 +TATCCT 0.000185101 0.000198536 +TATCGA 8.21728E-05 2.48405E-05 +TATCGC 6.85126E-05 2.14263E-05 +TATCGG 8.07962E-05 2.11037E-05 +TATCGT 5.61232E-05 2.78246E-05 +TATCTA 6.70301E-05 0.000181035 +TATCTC 0.000148568 0.000183777 +TATCTG 0.000232435 0.000262385 +TATCTT 0.000164134 0.000302952 +TATGAA 0.00072833 0.000340159 +TATGAC 0.00048573 0.000139311 +TATGAG 0.000628156 0.000183911 +TATGAT 0.000489436 0.000219371 +TATGCA 0.000297982 0.000224936 +TATGCC 0.000353682 0.00014122 +TATGCG 6.70301E-05 2.32813E-05 +TATGCT 0.000298935 0.000197595 +TATGGA 0.000385132 0.000223296 +TATGGC 0.000347328 0.000135628 +TATGGG 0.000285381 0.000150011 +TATGGT 0.00021888 0.000168722 +TATGTA 0.000152909 0.000335804 +TATGTC 0.000252766 0.000168426 +TATGTG 0.000430666 0.00030107 +TATGTT 0.000232117 0.000349111 +TATTAA 8.36553E-06 0.00042487 +TATTAC 0.000169005 0.000186734 +TATTAG 4.12982E-06 0.000191089 +TATTAT 0.000177794 0.000396131 +TATTCA 0.000160428 0.00031263 +TATTCC 0.000167628 0.000218403 +TATTCG 2.61555E-05 3.01635E-05 +TATTCT 0.000191984 0.000361639 +TATTGA 6.77714E-06 0.000263917 +TATTGC 8.36553E-05 0.000188992 +TATTGG 9.10678E-05 0.000194288 +TATTGT 8.61967E-05 0.000322658 +TATTTA 0.000130248 0.000621658 +TATTTC 0.000220892 0.00045342 +TATTTG 0.000175782 0.000476002 +TATTTT 0.00027225 0.001195786 +TCAAAA 0.000309525 0.000475115 +TCAAAC 0.000170699 0.000227355 +TCAAAG 0.000295653 0.000329943 +TCAAAT 0.00026039 0.000362419 +TCAACA 0.000205114 0.000248056 +TCAACC 0.000131307 0.000154635 +TCAACG 3.93921E-05 3.84705E-05 +TCAACT 0.000181394 0.000218484 +TCAAGA 0.000190078 0.000338707 +TCAAGC 0.000164769 0.000239265 +TCAAGG 0.000125377 0.000258648 +TCAAGT 0.000196008 0.000276042 +TCAATA 8.57731E-05 0.000232624 +TCAATC 7.78312E-05 0.000135548 +TCAATG 0.000141367 0.000200015 +TCAATT 0.00012453 0.000226629 +TCACAA 0.000175041 0.000254131 +TCACAC 0.000136708 0.000256551 +TCACAG 0.000321067 0.000365376 +TCACAT 0.000135225 0.000292091 +TCACCA 0.000257849 0.000328895 +TCACCC 0.000217821 0.000287521 +TCACCG 6.08883E-05 8.53019E-05 +TCACCT 0.000248319 0.000354757 +TCACGA 4.73341E-05 5.3149E-05 +TCACGC 4.84989E-05 9.11357E-05 +TCACGG 7.5078E-05 7.11073E-05 +TCACGT 4.30984E-05 7.72099E-05 +TCACTA 8.41847E-05 0.000172835 +TCACTC 0.000140096 0.00026631 +TCACTG 0.000312807 0.000449173 +TCACTT 0.000148144 0.000367822 +TCAGAA 0.000649546 0.000473368 +TCAGAC 0.000396568 0.000226925 +TCAGAG 0.000634933 0.000411428 +TCAGAT 0.000510615 0.00029771 +TCAGCA 0.000342457 0.000368038 +TCAGCC 0.00044189 0.000447748 +TCAGCG 7.73017E-05 8.75601E-05 +TCAGCT 0.000356435 0.000387609 +TCAGGA 0.00037539 0.00043151 +TCAGGC 0.000282522 0.000288327 +TCAGGG 0.000289934 0.000328519 +TCAGGT 0.000181818 0.000243432 +TCAGTA 0.000155556 0.000236496 +TCAGTC 0.000192831 0.000234936 +TCAGTG 0.000392015 0.000377581 +TCAGTT 0.000216551 0.000341235 +TCATAA 7.73017E-06 0.000250556 +TCATAC 9.53035E-05 0.000142107 +TCATAG 5.08285E-06 0.00017469 +TCATAT 0.00012453 0.000254965 +TCATCA 0.000251495 0.000281875 +TCATCC 0.000235823 0.000245475 +TCATCG 4.87107E-05 4.86057E-05 +TCATCT 0.000285275 0.000374167 +TCATGA 1.14364E-05 0.00027338 +TCATGC 6.88303E-05 0.000216521 +TCATGG 0.000108328 0.000259616 +TCATGT 7.68781E-05 0.000304834 +TCATTA 0.000119553 0.000272036 +TCATTC 0.000130989 0.00031255 +TCATTG 0.000143696 0.000287037 +TCATTT 0.000232858 0.000621873 +TCCAAA 0.00046614 0.000375081 +TCCAAC 0.000419018 0.00017883 +TCCAAG 0.000665748 0.000313356 +TCCAAT 0.000246836 0.000179395 +TCCACA 0.000319902 0.000301608 +TCCACC 0.000457774 0.000332766 +TCCACG 0.000186371 9.1055E-05 +TCCACT 0.000261555 0.000271982 +TCCAGA 0.000254037 0.000427209 +TCCAGC 0.000652194 0.000462856 +TCCAGG 0.000315772 0.000464873 +TCCAGT 0.000369778 0.000312899 +TCCATA 0.000129613 0.000187729 +TCCATC 0.000578704 0.000303355 +TCCATG 0.000514957 0.000296635 +TCCATT 0.000311113 0.000336369 +TCCCAA 0.000200349 0.000390002 +TCCCAC 0.000309948 0.000343305 +TCCCAG 0.000758192 0.000668436 +TCCCAT 0.000188066 0.000291204 +TCCCCA 0.000417429 0.000499687 +TCCCCC 0.000275851 0.000359354 +TCCCCG 0.000211362 0.00019082 +TCCCCT 0.000298088 0.000441027 +TCCCGA 0.000129189 9.89857E-05 +TCCCGC 0.000211574 0.000153694 +TCCCGG 0.000271297 0.000195686 +TCCCGT 7.42308E-05 8.31243E-05 +TCCCTA 0.000114258 0.000198052 +TCCCTC 0.00037486 0.000463044 +TCCCTG 0.000852013 0.00055453 +TCCCTT 0.000216868 0.000427908 +TCCGAA 9.17031E-05 5.16704E-05 +TCCGAC 0.00016964 3.90082E-05 +TCCGAG 0.000262085 9.22379E-05 +TCCGAT 7.71958E-05 3.16152E-05 +TCCGCA 5.66526E-05 7.07041E-05 +TCCGCC 0.000155133 0.000160469 +TCCGCG 6.93598E-05 7.85003E-05 +TCCGCT 5.85587E-05 7.79089E-05 +TCCGGA 7.14776E-05 8.83129E-05 +TCCGGC 0.00014179 0.000112938 +TCCGGG 0.000135649 0.000131058 +TCCGGT 4.53221E-05 5.92247E-05 +TCCGTA 2.68968E-05 3.62661E-05 +TCCGTC 0.000106528 8.35007E-05 +TCCGTG 0.000259225 0.000100464 +TCCGTT 4.70164E-05 5.94129E-05 +TCCTAA 1.36602E-05 0.000242249 +TCCTAC 0.000399322 0.000167458 +TCCTAG 1.84253E-05 0.000210687 +TCCTAT 0.000252554 0.000187809 +TCCTCA 0.000335151 0.000398416 +TCCTCC 0.000565467 0.000568912 +TCCTCG 0.000166463 0.000106432 +TCCTCT 0.000373272 0.000497025 +TCCTGA 2.94382E-05 0.000464711 +TCCTGC 0.000363848 0.000530173 +TCCTGG 0.000391591 0.000599694 +TCCTGT 0.000235188 0.00043065 +TCCTTA 0.000146556 0.000246039 +TCCTTC 0.000556784 0.000458071 +TCCTTG 0.00033801 0.000370914 +TCCTTT 0.00033928 0.000546303 +TCGAAA 4.61692E-05 4.04331E-05 +TCGAAC 3.36739E-05 3.93846E-05 +TCGAAG 7.17953E-05 4.81218E-05 +TCGAAT 3.38857E-05 3.73414E-05 +TCGACA 3.16619E-05 2.97602E-05 +TCGACC 4.99814E-05 3.33626E-05 +TCGACG 2.03314E-05 1.58883E-05 +TCGACT 3.1556E-05 3.58091E-05 +TCGAGA 3.02853E-05 7.23171E-05 +TCGAGC 6.15237E-05 4.44118E-05 +TCGAGG 4.52162E-05 7.21289E-05 +TCGAGT 3.32503E-05 4.27182E-05 +TCGATA 1.26012E-05 1.91412E-05 +TCGATC 2.55202E-05 3.15614E-05 +TCGATG 4.75459E-05 3.6293E-05 +TCGATT 2.59437E-05 3.78253E-05 +TCGCAA 2.14962E-05 2.89E-05 +TCGCAC 6.34298E-05 4.46807E-05 +TCGCAG 0.000130566 7.3258E-05 +TCGCAT 2.40377E-05 3.14808E-05 +TCGCCA 7.71958E-05 7.72368E-05 +TCGCCC 0.000150156 0.000106782 +TCGCCG 6.85126E-05 7.09998E-05 +TCGCCT 6.9148E-05 9.26949E-05 +TCGCGA 1.45073E-05 2.16682E-05 +TCGCGC 5.05108E-05 5.88215E-05 +TCGCGG 5.42171E-05 5.97355E-05 +TCGCGT 1.186E-05 2.80128E-05 +TCGCTA 2.01196E-05 2.9814E-05 +TCGCTC 9.32915E-05 9.32864E-05 +TCGCTG 0.000271721 0.00010732 +TCGCTT 3.8545E-05 7.53818E-05 +TCGGAA 0.0001168 5.91979E-05 +TCGGAC 0.000178535 4.49764E-05 +TCGGAG 0.000289405 9.10281E-05 +TCGGAT 0.000111293 4.07825E-05 +TCGGCA 8.31258E-05 6.31766E-05 +TCGGCC 0.000246307 0.000124498 +TCGGCG 9.3821E-05 6.22088E-05 +TCGGCT 0.000105787 0.000107588 +TCGGGA 8.46083E-05 9.87438E-05 +TCGGGC 0.000181818 8.66999E-05 +TCGGGG 0.000142955 0.000119417 +TCGGGT 5.48525E-05 5.62675E-05 +TCGGTA 2.8591E-05 2.71525E-05 +TCGGTC 8.27022E-05 4.77992E-05 +TCGGTG 0.000231799 7.27741E-05 +TCGGTT 4.12982E-05 5.16167E-05 +TCGTAA 1.58839E-06 3.2126E-05 +TCGTAC 3.61094E-05 2.20715E-05 +TCGTAG 1.4825E-06 3.15614E-05 +TCGTAT 2.50966E-05 3.18303E-05 +TCGTCA 3.9498E-05 4.40355E-05 +TCGTCC 0.000102081 5.86602E-05 +TCGTCG 3.89685E-05 2.11306E-05 +TCGTCT 5.97235E-05 6.3795E-05 +TCGTGA 3.17678E-06 6.51123E-05 +TCGTGC 4.01334E-05 5.90097E-05 +TCGTGG 6.3218E-05 7.97101E-05 +TCGTGT 2.79557E-05 6.52467E-05 +TCGTTA 1.94843E-05 3.33626E-05 +TCGTTC 4.3416E-05 4.82831E-05 +TCGTTG 3.68507E-05 4.42237E-05 +TCGTTT 4.8393E-05 8.02478E-05 +TCTAAA 0.000244506 0.000343412 +TCTAAC 0.000122836 0.000144392 +TCTAAG 0.00021708 0.000208994 +TCTAAT 0.000163181 0.000240421 +TCTACA 0.000196855 0.000228484 +TCTACC 0.000164451 0.000178185 +TCTACG 3.9498E-05 3.37121E-05 +TCTACT 0.000180018 0.000256121 +TCTAGA 0.000119659 0.000228915 +TCTAGC 0.000124318 0.000151731 +TCTAGG 8.12197E-05 0.000186385 +TCTAGT 0.000133107 0.00017176 +TCTATA 8.33376E-05 0.000208026 +TCTATC 0.00012866 0.000148452 +TCTATG 0.000152274 0.000193616 +TCTATT 0.000146344 0.000294027 +TCTCAA 0.000220681 0.000350133 +TCTCAC 0.000163393 0.000294 +TCTCAG 0.000469317 0.000456377 +TCTCAT 0.000200984 0.000328653 +TCTCCA 0.000420394 0.000457157 +TCTCCC 0.000284957 0.000476352 +TCTCCG 8.7891E-05 0.000114686 +TCTCCT 0.00039678 0.000564961 +TCTCGA 0.000107163 6.92524E-05 +TCTCGC 8.73615E-05 9.06518E-05 +TCTCGG 0.000146873 0.000116863 +TCTCGT 6.93598E-05 6.08378E-05 +TCTCTA 0.00013279 0.000309404 +TCTCTC 0.000233494 0.000502725 +TCTCTG 0.000471858 0.000559181 +TCTCTT 0.000236353 0.000501811 +TCTGAA 0.000642134 0.000470626 +TCTGAC 0.000396992 0.000245529 +TCTGAG 0.000669878 0.000429494 +TCTGAT 0.00046201 0.00030271 +TCTGCA 0.000400381 0.000436241 +TCTGCC 0.000460422 0.000500198 +TCTGCG 9.71037E-05 9.90664E-05 +TCTGCT 0.000436172 0.000461915 +TCTGGA 0.000459257 0.000436403 +TCTGGC 0.000344469 0.000326664 +TCTGGG 0.000393921 0.000470061 +TCTGGT 0.000246095 0.000286311 +TCTGTA 0.000189124 0.000367231 +TCTGTC 0.000327526 0.000406212 +TCTGTG 0.00062985 0.00053641 +TCTGTT 0.000292052 0.000495009 +TCTTAA 1.16482E-05 0.000360134 +TCTTAC 0.000152486 0.00019902 +TCTTAG 5.50642E-06 0.000221575 +TCTTAT 0.00013406 0.000271041 +TCTTCA 0.000370731 0.000449818 +TCTTCC 0.000356753 0.000500682 +TCTTCG 6.96774E-05 6.78275E-05 +TCTTCT 0.000388203 0.000513559 +TCTTGA 1.05893E-05 0.000334541 +TCTTGC 9.5833E-05 0.000292683 +TCTTGG 0.000153862 0.000387958 +TCTTGT 0.000116482 0.000338923 +TCTTTA 0.000165828 0.000399814 +TCTTTC 0.000217821 0.000501676 +TCTTTG 0.000275427 0.000470169 +TCTTTT 0.000243236 0.000781374 +TGAAAA 5.29464E-07 0.000690238 +TGAAAC 1.05893E-07 0.000368683 +TGAAAG 5.29464E-07 0.000439521 +TGAAAT 0 0.00057394 +TGAACA 1.05893E-07 0.000328357 +TGAACC 1.05893E-07 0.000232732 +TGAACG 2.11786E-07 5.5246E-05 +TGAACT 2.11786E-07 0.000331771 +TGAAGA 8.47142E-07 0.000541007 +TGAAGC 2.11786E-07 0.000319781 +TGAAGG 4.23571E-07 0.000363817 +TGAAGT 1.05893E-07 0.000360214 +TGAATA 1.05893E-07 0.00035551 +TGAATC 1.05893E-07 0.000224774 +TGAATG 1.05893E-07 0.000385861 +TGAATT 0 0.000438392 +TGACAA 5.29464E-07 0.00026881 +TGACAC 1.05893E-07 0.000211413 +TGACAG 7.41249E-07 0.000317093 +TGACAT 3.17678E-07 0.000292414 +TGACCA 3.17678E-07 0.00026432 +TGACCC 0 0.000238136 +TGACCG 0 6.0542E-05 +TGACCT 5.29464E-07 0.0003361 +TGACGA 0 4.56216E-05 +TGACGC 4.23571E-07 5.51384E-05 +TGACGG 4.23571E-07 6.20744E-05 +TGACGT 2.11786E-07 6.54618E-05 +TGACTA 4.23571E-07 0.000170012 +TGACTC 2.11786E-07 0.000246443 +TGACTG 4.23571E-07 0.000325131 +TGACTT 0 0.000372957 +TGAGAA 3.17678E-07 0.000503289 +TGAGAC 0 0.000323115 +TGAGAG 2.11786E-07 0.000366075 +TGAGAT 4.23571E-07 0.000344461 +TGAGCA 3.17678E-07 0.000326906 +TGAGCC 0 0.000417315 +TGAGCG 0 8.72913E-05 +TGAGCT 1.05893E-07 0.000352337 +TGAGGA 5.29464E-07 0.000437559 +TGAGGC 1.05893E-06 0.000399169 +TGAGGG 6.35357E-07 0.000343009 +TGAGGT 9.53035E-07 0.000300398 +TGAGTA 1.05893E-07 0.000210795 +TGAGTC 2.11786E-07 0.00022464 +TGAGTG 4.23571E-07 0.000303786 +TGAGTT 1.05893E-07 0.000304538 +TGATAA 1.05893E-07 0.000271902 +TGATAC 3.17678E-07 0.000155791 +TGATAG 0 0.000160522 +TGATAT 0 0.000246281 +TGATCA 2.11786E-07 0.000220876 +TGATCC 1.05893E-07 0.000205042 +TGATCG 0 3.77716E-05 +TGATCT 1.05893E-07 0.000283166 +TGATGA 1.05893E-07 0.000316018 +TGATGC 4.23571E-07 0.000227194 +TGATGG 2.11786E-07 0.00029115 +TGATGT 1.05893E-07 0.000324325 +TGATTA 3.17678E-07 0.000245959 +TGATTC 1.05893E-07 0.000270262 +TGATTG 0 0.000253137 +TGATTT 2.11786E-07 0.000531033 +TGCAAA 0.000309207 0.000393846 +TGCAAC 0.000287499 0.000208806 +TGCAAG 0.000438396 0.000266122 +TGCAAT 0.000205644 0.000267304 +TGCACA 0.00019156 0.000326126 +TGCACC 0.000288558 0.000242168 +TGCACG 0.000110023 7.57044E-05 +TGCACT 0.000146661 0.000313329 +TGCAGA 0.000169534 0.000439709 +TGCAGC 0.000404087 0.000411804 +TGCAGG 0.000198019 0.000389813 +TGCAGT 0.000236564 0.000444844 +TGCATA 7.77253E-05 0.000225688 +TGCATC 0.000350929 0.000227167 +TGCATG 0.000255943 0.000299215 +TGCATT 0.000210938 0.000388792 +TGCCAA 0.000169217 0.000299 +TGCCAC 0.000279239 0.000342955 +TGCCAG 0.000550325 0.000409788 +TGCCAT 0.000168052 0.000317523 +TGCCCA 0.000227564 0.00045014 +TGCCCC 0.000303171 0.000381775 +TGCCCG 0.000123895 0.000146677 +TGCCCT 0.000213797 0.000418794 +TGCCGA 9.23385E-05 6.52467E-05 +TGCCGC 0.000234129 0.000126219 +TGCCGG 0.000193148 0.000112508 +TGCCGT 6.63948E-05 8.43341E-05 +TGCCTA 7.6984E-05 0.000207354 +TGCCTC 0.000326679 0.00051208 +TGCCTG 0.00059607 0.000584397 +TGCCTT 0.000187748 0.000474013 +TGCGAA 6.11001E-05 4.35516E-05 +TGCGAC 0.000137661 4.22074E-05 +TGCGAG 0.000206279 7.15375E-05 +TGCGAT 5.69703E-05 4.18041E-05 +TGCGCA 3.86509E-05 6.91986E-05 +TGCGCC 0.000166358 0.000111352 +TGCGCG 5.89823E-05 7.4199E-05 +TGCGCT 4.69105E-05 7.78014E-05 +TGCGGA 5.35817E-05 8.19683E-05 +TGCGGC 0.000180018 0.000119552 +TGCGGG 0.000142214 0.000128423 +TGCGGT 4.2463E-05 7.01933E-05 +TGCGTA 1.93784E-05 3.32551E-05 +TGCGTC 8.73615E-05 6.59725E-05 +TGCGTG 0.000191242 0.000107481 +TGCGTT 2.80616E-05 6.0542E-05 +TGCTAA 7.73017E-06 0.000238996 +TGCTAC 0.000261343 0.000165872 +TGCTAG 8.47142E-06 0.000168695 +TGCTAT 0.000151427 0.000225957 +TGCTCA 0.000149732 0.000319996 +TGCTCC 0.000324138 0.00033575 +TGCTCG 7.28542E-05 7.1645E-05 +TGCTCT 0.000182877 0.000416966 +TGCTGA 2.35082E-05 0.000411777 +TGCTGC 0.000331444 0.000496649 +TGCTGG 0.000232011 0.000522027 +TGCTGT 0.000213162 0.00049673 +TGCTTA 7.25365E-05 0.000252142 +TGCTTC 0.000358235 0.000390324 +TGCTTG 0.000167946 0.000321825 +TGCTTT 0.000218457 0.000581682 +TGGAAA 0.000352835 0.0006144 +TGGAAC 0.000282522 0.000262949 +TGGAAG 0.000493884 0.000480949 +TGGAAT 0.000278074 0.000403847 +TGGACA 0.000202785 0.000323518 +TGGACC 0.000223857 0.000220742 +TGGACG 8.17492E-05 7.75325E-05 +TGGACT 0.000167099 0.000298731 +TGGAGA 0.000194631 0.000514365 +TGGAGC 0.000269603 0.000367607 +TGGAGG 0.000218774 0.000501569 +TGGAGT 0.000166781 0.000391991 +TGGATA 0.000100175 0.00022257 +TGGATC 0.000251389 0.00020402 +TGGATG 0.000298512 0.000323222 +TGGATT 0.000203102 0.000351907 +TGGCAA 0.000142532 0.000278058 +TGGCAC 0.000175782 0.000264213 +TGGCAG 0.000382167 0.000427692 +TGGCAT 0.000137131 0.000305399 +TGGCCA 0.00015365 0.000434817 +TGGCCC 0.000188807 0.00035887 +TGGCCG 6.59712E-05 0.000135117 +TGGCCT 0.000140414 0.000440516 +TGGCGA 6.33239E-05 6.90104E-05 +TGGCGC 0.000109281 0.000109605 +TGGCGG 0.000124848 0.000148613 +TGGCGT 5.64408E-05 8.40653E-05 +TGGCTA 0.000102504 0.000209666 +TGGCTC 0.00025266 0.000400997 +TGGCTG 0.00055149 0.00051415 +TGGCTT 0.000166569 0.000408121 +TGGGAA 0.000346693 0.000505225 +TGGGAC 0.000380473 0.000311878 +TGGGAG 0.000494731 0.000599103 +TGGGAT 0.000303595 0.00037414 +TGGGCA 0.000202467 0.000405702 +TGGGCC 0.000336421 0.000355268 +TGGGCG 8.5879E-05 0.000145763 +TGGGCT 0.000222798 0.000398577 +TGGGGA 0.000181077 0.000489848 +TGGGGC 0.000280192 0.000396964 +TGGGGG 0.00015005 0.000446377 +TGGGGT 0.000132472 0.000347364 +TGGGTA 9.13855E-05 0.000180389 +TGGGTC 0.000178112 0.000234721 +TGGGTG 0.000333456 0.000378764 +TGGGTT 0.000116164 0.000297817 +TGGTAA 4.3416E-06 0.000214155 +TGGTAC 0.000197066 0.000135225 +TGGTAG 4.97696E-06 0.000176491 +TGGTAT 0.000142638 0.000202703 +TGGTCA 0.000119765 0.000242007 +TGGTCC 0.000175782 0.000210956 +TGGTCG 3.91803E-05 4.57023E-05 +TGGTCT 0.000140731 0.00032669 +TGGTGA 1.55662E-05 0.000338573 +TGGTGC 0.00013999 0.000284214 +TGGTGG 0.000203949 0.000446269 +TGGTGT 0.000111293 0.000302522 +TGGTTA 6.77714E-05 0.000195471 +TGGTTC 0.000233705 0.000244023 +TGGTTG 0.000117541 0.000250045 +TGGTTT 0.000222587 0.00046904 +TGTAAA 0.000257108 0.000523049 +TGTAAC 0.000140731 0.000217489 +TGTAAG 0.000220786 0.000245206 +TGTAAT 0.000220045 0.000429386 +TGTACA 0.000113305 0.00030521 +TGTACC 0.000121035 0.000171034 +TGTACG 1.779E-05 3.50294E-05 +TGTACT 0.000112352 0.000246147 +TGTAGA 7.68781E-05 0.000254615 +TGTAGC 9.53035E-05 0.000186868 +TGTAGG 5.35817E-05 0.000176088 +TGTAGT 0.000105469 0.000239776 +TGTATA 6.65007E-05 0.000361935 +TGTATC 0.00010674 0.000212811 +TGTATG 0.000108434 0.000297575 +TGTATT 0.000127283 0.000528909 +TGTCAA 0.000129507 0.000250233 +TGTCAC 0.000118282 0.000284187 +TGTCAG 0.000244718 0.000311017 +TGTCAT 0.000110976 0.000322577 +TGTCCA 0.000162016 0.000295694 +TGTCCC 0.000181394 0.000329513 +TGTCCG 3.43093E-05 7.00858E-05 +TGTCCT 0.000178641 0.000390378 +TGTCGA 5.96176E-05 3.32282E-05 +TGTCGC 6.26885E-05 6.79082E-05 +TGTCGG 6.77714E-05 5.65633E-05 +TGTCGT 3.9498E-05 5.1778E-05 +TGTCTA 6.43828E-05 0.000203886 +TGTCTC 0.000133107 0.000384222 +TGTCTG 0.000225446 0.000419439 +TGTCTT 0.00013279 0.000462749 +TGTGAA 0.000505744 0.000480035 +TGTGAC 0.000444961 0.000297333 +TGTGAG 0.000522475 0.000387125 +TGTGAT 0.000367448 0.000359515 +TGTGCA 0.000212739 0.000351907 +TGTGCC 0.000387991 0.000353762 +TGTGCG 6.09942E-05 9.11088E-05 +TGTGCT 0.000275215 0.000390485 +TGTGGA 0.000393921 0.00040218 +TGTGGC 0.000446762 0.000361209 +TGTGGG 0.000476729 0.000389195 +TGTGGT 0.00020575 0.000350671 +TGTGTA 0.000120824 0.000367796 +TGTGTC 0.000234341 0.000337175 +TGTGTG 0.0004223 0.000742151 +TGTGTT 0.000192831 0.000517027 +TGTTAA 7.41249E-06 0.000371828 +TGTTAC 0.00010907 0.000219451 +TGTTAG 4.76517E-06 0.00021636 +TGTTAT 9.05383E-05 0.000321744 +TGTTCA 0.000127283 0.000343305 +TGTTCC 0.000141367 0.000305909 +TGTTCG 2.34023E-05 4.72615E-05 +TGTTCT 0.000153227 0.000455087 +TGTTGA 8.36553E-06 0.000323895 +TGTTGC 6.30062E-05 0.000293812 +TGTTGG 6.98892E-05 0.000337014 +TGTTGT 6.97833E-05 0.000379141 +TGTTTA 9.06442E-05 0.000462641 +TGTTTC 0.000135755 0.000473072 +TGTTTG 0.000150368 0.000510521 +TGTTTT 0.00014772 0.000999481 +TTAAAA 0.000354529 0.001063088 +TTAAAC 0.000126754 0.000298678 +TTAAAG 0.000276698 0.000449065 +TTAAAT 0.000272992 0.000625879 +TTAACA 0.00015365 0.000301124 +TTAACC 9.09619E-05 0.000166598 +TTAACG 2.09668E-05 3.91158E-05 +TTAACT 0.000131413 0.000288193 +TTAAGA 0.00014645 0.000347606 +TTAAGC 7.70899E-05 0.00018867 +TTAAGG 9.21267E-05 0.000223726 +TTAAGT 0.000109599 0.000294591 +TTAATA 0.000102822 0.000426752 +TTAATC 8.54555E-05 0.00020765 +TTAATG 0.000158204 0.00033817 +TTAATT 0.000166358 0.000512134 +TTACAA 0.000177794 0.000296473 +TTACAC 7.87842E-05 0.000166464 +TTACAG 0.000297241 0.000372796 +TTACAT 0.000126436 0.000312335 +TTACCA 0.000158733 0.000214989 +TTACCC 8.50319E-05 0.000154958 +TTACCG 2.20257E-05 3.52176E-05 +TTACCT 0.000172393 0.000255207 +TTACGA 5.80292E-05 3.11582E-05 +TTACGC 3.16619E-05 2.48674E-05 +TTACGG 4.99814E-05 3.62661E-05 +TTACGT 3.6533E-05 4.75303E-05 +TTACTA 8.41847E-05 0.000202219 +TTACTC 9.05383E-05 0.000176142 +TTACTG 0.000180865 0.000290263 +TTACTT 0.00013639 0.000354515 +TTAGAA 0.000423571 0.000380081 +TTAGAC 0.000138084 0.000139338 +TTAGAG 0.000251813 0.000236039 +TTAGAT 0.000257743 0.000218215 +TTAGCA 0.000174299 0.00021757 +TTAGCC 0.000126118 0.000184315 +TTAGCG 2.41435E-05 3.01904E-05 +TTAGCT 0.000158945 0.000226495 +TTAGGA 0.000147932 0.000247545 +TTAGGC 6.70301E-05 0.000126649 +TTAGGG 7.07364E-05 0.000173346 +TTAGGT 7.88901E-05 0.00016555 +TTAGTA 8.09021E-05 0.000226253 +TTAGTC 5.50642E-05 0.000132752 +TTAGTG 0.000120824 0.000197084 +TTAGTT 9.33974E-05 0.000264589 +TTATAA 9.10678E-06 0.000434682 +TTATAC 7.25365E-05 0.000194638 +TTATAG 7.09482E-06 0.000235904 +TTATAT 0.000139778 0.000453581 +TTATCA 0.000131307 0.000243727 +TTATCC 9.55153E-05 0.000174636 +TTATCG 1.94843E-05 2.82547E-05 +TTATCT 0.000159475 0.000313517 +TTATGA 7.94196E-06 0.00028787 +TTATGC 4.88166E-05 0.000176034 +TTATGG 7.48662E-05 0.000208375 +TTATGT 8.36553E-05 0.000355886 +TTATTA 0.000113941 0.000446807 +TTATTC 8.48201E-05 0.000314539 +TTATTG 0.000107163 0.000347283 +TTATTT 0.000181288 0.001005235 +TTCAAA 0.0004223 0.000497805 +TTCAAC 0.000514639 0.000215553 +TTCAAG 0.000666171 0.000395351 +TTCAAT 0.000314607 0.000274724 +TTCACA 0.000313548 0.000354865 +TTCACC 0.000581245 0.000290639 +TTCACG 0.000169005 6.84458E-05 +TTCACT 0.000321914 0.000357472 +TTCAGA 0.000247048 0.000463125 +TTCAGC 0.000609731 0.00032868 +TTCAGG 0.000250966 0.000350375 +TTCAGT 0.000375813 0.000411078 +TTCATA 0.000127283 0.000319002 +TTCATC 0.000660347 0.00030634 +TTCATG 0.000481283 0.000342014 +TTCATT 0.000374013 0.000560014 +TTCCAA 0.000258272 0.00038191 +TTCCAC 0.000419441 0.000286634 +TTCCAG 0.000917137 0.000495144 +TTCCAT 0.00025626 0.000385136 +TTCCCA 0.000304971 0.00047447 +TTCCCC 0.000405463 0.000426214 +TTCCCG 0.000162651 0.000121487 +TTCCCT 0.000308783 0.000511086 +TTCCGA 0.000185736 5.61869E-05 +TTCCGC 0.000328056 7.61883E-05 +TTCCGG 0.000326785 9.82061E-05 +TTCCGT 0.000121883 7.15106E-05 +TTCCTA 0.000168687 0.000299 +TTCCTC 0.000567373 0.000499741 +TTCCTG 0.001148407 0.000613647 +TTCCTT 0.00027098 0.000628729 +TTCGAA 8.1008E-05 4.2987E-05 +TTCGAC 0.000220469 2.66686E-05 +TTCGAG 0.000278816 6.39563E-05 +TTCGAT 0.000105257 3.29056E-05 +TTCGCA 5.53819E-05 4.04331E-05 +TTCGCC 0.000227458 6.20206E-05 +TTCGCG 6.81949E-05 2.61578E-05 +TTCGCT 6.68183E-05 5.84989E-05 +TTCGGA 7.17953E-05 5.84451E-05 +TTCGGC 0.000198443 5.66439E-05 +TTCGGG 0.000162228 6.97363E-05 +TTCGGT 5.51701E-05 5.02187E-05 +TTCGTA 2.93323E-05 4.21536E-05 +TTCGTC 0.000133107 4.24493E-05 +TTCGTG 0.000319796 6.3795E-05 +TTCGTT 4.71223E-05 6.59994E-05 +TTCTAA 1.16482E-05 0.000395647 +TTCTAC 0.0004834 0.000231657 +TTCTAG 1.30248E-05 0.00027623 +TTCTAT 0.000286546 0.000328035 +TTCTCA 0.00026219 0.000466271 +TTCTCC 0.000595329 0.000520818 +TTCTCG 0.000119023 7.46829E-05 +TTCTCT 0.000361624 0.000614615 +TTCTGA 3.10266E-05 0.000490627 +TTCTGC 0.000405463 0.000424198 +TTCTGG 0.000376872 0.000455813 +TTCTGT 0.000270874 0.000606872 +TTCTTA 0.000144967 0.000407234 +TTCTTC 0.000670407 0.000511489 +TTCTTG 0.000296817 0.000427719 +TTCTTT 0.000398369 0.000864283 +TTGAAA 0.000450468 0.000592866 +TTGAAC 0.00019569 0.000274294 +TTGAAG 0.00045015 0.000392502 +TTGAAT 0.00028051 0.000396292 +TTGACA 0.000192937 0.000253486 +TTGACC 0.000163922 0.000177352 +TTGACG 5.09344E-05 3.82286E-05 +TTGACT 0.000172499 0.000260557 +TTGAGA 0.000171229 0.000404411 +TTGAGC 0.000148991 0.000234022 +TTGAGG 0.000147509 0.000297871 +TTGAGT 0.000153121 0.000259132 +TTGATA 0.000109387 0.000240716 +TTGATC 0.000136602 0.000170577 +TTGATG 0.000224069 0.000276875 +TTGATT 0.000181606 0.000373764 +TTGCAA 0.000201302 0.000295801 +TTGCAC 0.000155556 0.000219747 +TTGCAG 0.000417747 0.000381264 +TTGCAT 0.000136496 0.000308302 +TTGCCA 0.000238047 0.000317765 +TTGCCC 0.000205961 0.00027994 +TTGCCG 5.97235E-05 6.48703E-05 +TTGCCT 0.000241965 0.000378253 +TTGCGA 5.69703E-05 3.50832E-05 +TTGCGC 7.59251E-05 4.5998E-05 +TTGCGG 0.000107058 5.86871E-05 +TTGCGT 4.80753E-05 4.66701E-05 +TTGCTA 0.000118918 0.000237114 +TTGCTC 0.000186901 0.000278569 +TTGCTG 0.000520463 0.000441349 +TTGCTT 0.000201514 0.000469362 +TTGGAA 0.000619155 0.000472051 +TTGGAC 0.00036173 0.000205875 +TTGGAG 0.000649334 0.000379141 +TTGGAT 0.000491237 0.000284725 +TTGGCA 0.000299994 0.000286876 +TTGGCC 0.000370413 0.000306689 +TTGGCG 8.42906E-05 6.38487E-05 +TTGGCT 0.000350081 0.000352553 +TTGGGA 0.000241859 0.000432558 +TTGGGC 0.000223328 0.000223296 +TTGGGG 0.000201514 0.00037613 +TTGGGT 0.000150156 0.000247868 +TTGGTA 0.000131519 0.000202246 +TTGGTC 0.000176417 0.000187863 +TTGGTG 0.000377402 0.000304538 +TTGGTT 0.00019569 0.000345428 +TTGTAA 9.42446E-06 0.000429305 +TTGTAC 0.000129401 0.000216844 +TTGTAG 7.20071E-06 0.000238861 +TTGTAT 0.000135755 0.00044764 +TTGTCA 0.000169534 0.000311313 +TTGTCC 0.00017144 0.000242061 +TTGTCG 3.53682E-05 4.0675E-05 +TTGTCT 0.000196325 0.000367204 +TTGTGA 1.58839E-05 0.000363656 +TTGTGC 9.14913E-05 0.000253056 +TTGTGG 0.000113305 0.000311824 +TTGTGT 0.000115 0.00043444 +TTGTTA 0.000102504 0.000339783 +TTGTTC 0.000124636 0.000315722 +TTGTTG 0.000167416 0.000365726 +TTGTTT 0.000209879 0.000836996 +TTTAAA 0.000369989 0.001115189 +TTTAAC 0.000225869 0.00030021 +TTTAAG 0.000338751 0.000431564 +TTTAAT 0.000296182 0.000638568 +TTTACA 0.000188913 0.000414493 +TTTACC 0.000195266 0.000232006 +TTTACG 3.25091E-05 4.44925E-05 +TTTACT 0.000203949 0.00038285 +TTTAGA 0.000135331 0.000367984 +TTTAGC 0.000146026 0.000207972 +TTTAGG 9.78449E-05 0.000247518 +TTTAGT 0.000171017 0.000347122 +TTTATA 0.000131836 0.000602705 +TTTATC 0.000199608 0.000302656 +TTTATG 0.000215068 0.000427343 +TTTATT 0.000288452 0.000950714 +TTTCAA 0.000257319 0.000509795 +TTTCAC 0.000164028 0.000377743 +TTTCAG 0.000407793 0.000521275 +TTTCAT 0.000232646 0.000571708 +TTTCCA 0.000291311 0.000551599 +TTTCCC 0.000205114 0.000495869 +TTTCCG 4.78635E-05 8.38771E-05 +TTTCCT 0.00033621 0.000723332 +TTTCGA 0.000114047 4.15622E-05 +TTTCGC 6.96774E-05 5.05413E-05 +TTTCGG 9.30797E-05 6.15099E-05 +TTTCGT 6.81949E-05 6.38756E-05 +TTTCTA 0.000155027 0.00051622 +TTTCTC 0.000255096 0.000597328 +TTTCTG 0.000430772 0.000695938 +TTTCTT 0.000291205 0.000961468 +TTTGAA 0.000826493 0.000637089 +TTTGAC 0.000625826 0.000250986 +TTTGAG 0.000800549 0.000448312 +TTTGAT 0.000682691 0.000392448 +TTTGCA 0.000413511 0.000456807 +TTTGCC 0.000562502 0.000336476 +TTTGCG 7.92078E-05 5.54073E-05 +TTTGCT 0.000487107 0.000503074 +TTTGGA 0.000534017 0.000491622 +TTTGGC 0.000450997 0.000288919 +TTTGGG 0.000441573 0.000471889 +TTTGGT 0.000336421 0.000375914 +TTTGTA 0.000220257 0.000599399 +TTTGTC 0.000340869 0.000339514 +TTTGTG 0.00067729 0.000522215 +TTTGTT 0.000353894 0.000820409 +TTTTAA 1.34484E-05 0.001158418 +TTTTAC 0.000166569 0.000397448 +TTTTAG 5.50642E-06 0.000469739 +TTTTAT 0.000256472 0.000910416 +TTTTCA 0.000252872 0.00071196 +TTTTCC 0.000237623 0.000641633 +TTTTCG 3.31444E-05 6.43595E-05 +TTTTCT 0.000329962 0.001050318 +TTTTGA 1.14364E-05 0.000607033 +TTTTGC 0.000114258 0.000442021 +TTTTGG 0.000147403 0.000498235 +TTTTGT 0.00015185 0.000919341 +TTTTTA 0.000174723 0.001164332 +TTTTTC 0.000241965 0.000870413 +TTTTTG 0.000238365 0.000845572 +TTTTTT 0.000243447 0.002578682 diff --git a/bin/cpat_model/Human_cutoff.txt b/bin/cpat_model/Human_cutoff.txt new file mode 100755 index 0000000..59139d1 --- /dev/null +++ b/bin/cpat_model/Human_cutoff.txt @@ -0,0 +1,2 @@ +Coding Probability Cutoff: 0.364 +Achieved Sensitivity and Specificity: 0.966 diff --git a/bin/cpat_model/Human_logitModel.RData b/bin/cpat_model/Human_logitModel.RData new file mode 100755 index 0000000000000000000000000000000000000000..85fe4449257d197f5d906f4c29d89dfc678640bf GIT binary patch literal 3650495 zcmW)m`#%$k|Hn@^Dxp#-*H1ZdN=S&YQ7MjuN|Eba4s*%jK=TxY9Wlp5oV_>F|6$ySbZz7ooS~Feq$BMh2C; z02K=N#8i?Qs*|xQ7HVq{<`(!es4GRNInKfYboYZuh}aflfqnMM1*fW00Pd53pF&FelSFwjEqqfcVS^&OrulH000qJLn9Sp5j zj0`SVqnog{@P&yC4`)r<+0KXoEMdrk`Y5Xnuht;aM2dW(>Wu*zzs|^57q{1-XgxhQgY&7d@OPLMBKCiHGdpEbe@4cFc$~suvQb-X zROH4=kCnUInxJtd68kGh374{W#Rr2nvRt;pjI(mM&kAb>A20abRh4cU~Ux)vk^y?DNj8Vk|2 z;c|rOj-`jhxpjP%?SaxFfw;wo@V~**?)NzZdsmuXV?< zjndF4?$pqTdy=ypCu?gda1&J^%eeUyi=3@hyA$1v&lbGDp5P8!-r3d>rCvQy&?&}a z#cz>2&7VY2F$PWE6G1z7unA7Tol$5saD}U2igQ&=Zk1Ik_gGy4pG@B6F()1}exVjD z_Dd(LBOnV#50(CDoX}juIE|q+Qn!ol^<{Pi6hPYeJ54 zL+Ie8qMGjGr1-9Tgq2R!OYW=%)5Tq#(gECuG6mP48+UM~!xt+|RgFfUv^~RjEliE} zW;c5Woos(}r_rqoyWZ=I>D7jjpc^L`_C*jtfsC#l=FKEDD$Kx+)!2 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HcmV?d00001 diff --git a/bin/cpat_model/fly_Hexamer.tsv b/bin/cpat_model/fly_Hexamer.tsv new file mode 100755 index 0000000..c619f8f --- /dev/null +++ b/bin/cpat_model/fly_Hexamer.tsv @@ -0,0 +1,4097 @@ +hexamer coding noncoding +GAACGT 0.000237052563287 0.000151040883142 +CTTCTT 0.000113847612631 0.000291206822698 +CACCCT 3.58697957605e-05 0.000114186907655 +GAACGG 0.000243290788636 0.000157082518468 +GAACGC 0.000414841985752 0.000160103336131 +GAACGA 0.000193384985839 0.000236227941234 +CACCCA 9.045426757e-05 0.000277311061449 +CTTCTA 8.10969295455e-05 0.000186686531564 +CACCCC 8.57755985577e-05 0.000123853524177 +CTTCTC 0.000149717408392 0.000177019915043 +CACCCG 0.000113847612631 0.000141978430154 +CTTCTG 0.000325947274519 0.000206623928138 +CGTGTG 0.000269803246372 0.000222936343518 +TAAGGT 0.0 0.000166144971456 +CGTGTC 0.000131002732343 0.000120832706514 +CGTGTA 5.14653591346e-05 0.000140770103088 +GGAAAT 0.00041016331674 0.000407206220951 +TAAGGG 0.0 0.000122041033579 +CGTGTT 9.35733802448e-05 0.000244082067158 +TAAGGC 0.0 0.000167957462054 +TAAGGA 0.0 0.000198769802215 +TCACTG 0.000305673042133 0.000161311663196 +GTCAAA 0.000268243690035 0.00033410243351 +CCCGCT 0.00027760102806 0.000122041033579 +GTCAAG 0.000878030217964 0.000179436569173 +CTGTCC 0.000581714513855 0.000142582593686 +TCAGAG 0.000232373894275 0.000164936644391 +CTGTCA 9.98116055944e-05 0.000177019915043 +CTGTCG 0.000374293520979 0.000116603561786 +GTATCT 7.95373732081e-05 0.000196957311617 +TCAGAA 0.000107609387282 0.000267040281395 +GTCAAT 0.000350900175918 0.000204207274008 +GTATCA 7.95373732081e-05 0.000119020215916 +GTATCC 0.000227695225262 0.00012929099597 +GTATCG 0.000115407168969 0.000103916127602 +CTGTCT 0.000118526281643 0.000166749134989 +GGTGTC 0.000252648126661 0.000105728618199 +GGTGTA 8.73351548951e-05 0.000128082668904 +GGTGTG 0.000350900175918 0.000155874191403 +TATCCT 0.00013256228868 0.00019756147515 +CCGGGG 4.21080211102e-05 8.33745674944e-05 +TTCTGT 0.000127883619668 0.000343164886499 +ATTCCT 0.00013256228868 0.000198769802215 +CCGGGC 0.000389889084353 7.85412592339e-05 +CCGGGA 0.000262005464685 8.94162028201e-05 +TATCCA 0.000237052563287 0.00024468623069 +TATCCC 0.000330625943532 0.000153457537272 +GTTCTG 0.000341542837893 0.000169165789119 +TACACC 0.000458509563199 0.000198769802215 +TATCCG 0.000343102394231 0.000133520140698 +GGTGTT 0.000207420992876 0.000163124153793 +ATTCCG 0.000354019288593 0.000218103035257 +TTCTGG 0.000291637035096 0.000227165488246 +CCGGGT 0.000233933450612 0.000100291146406 +ATTCCC 0.00040392509139 0.000273081916721 +TTCTGC 0.00036181707028 0.000227769651778 +ATTCCA 0.000233933450612 0.00035283150302 +GTTCTA 9.35733802448e-05 0.00019997812928 +TGCACT 0.000137240957692 0.00023985292243 +TATCTT 9.35733802448e-05 0.000301477602752 +CGCGGT 0.000163753415428 0.000126874341839 +CCCGCG 0.000120085837981 5.07497367357e-05 +CGCGGG 5.14653591346e-05 7.85412592339e-05 +CGCGGC 0.000433556661801 8.8207875755e-05 +CGCGGA 0.000226135668925 9.66661652109e-05 +ACCTGT 0.000188706316827 0.000127478505372 +TCATGT 2.80720140734e-05 0.000157082518468 +CCCGCC 0.000519332260359 0.000114186907655 +TTACAG 9.045426757e-05 0.000198165638682 +CTCCGC 0.000146598295717 0.000132915977165 +TTACAA 3.89889084353e-05 0.000474268373066 +TTACAC 3.89889084353e-05 0.00023985292243 +CTCCGG 9.8252049257e-05 0.000127478505372 +TCATGC 7.01800351836e-05 0.000138957612491 +ACCTGG 0.000244850344974 0.000144395084284 +GGCGAA 0.000550523387107 0.000218103035257 +GTAAGC 8.57755985577e-05 0.000196957311617 +TCATGG 5.14653591346e-05 0.000127478505372 +ACCTGC 0.000388329528016 0.000122041033579 +ACCTGA 1.55955633741e-06 0.000155874191403 +GTATTT 0.000124764506993 0.000544351342844 +CTCGAT 0.000308792154808 0.000163124153793 +CTCCGT 5.3024915472e-05 0.000121436870046 +GCCTGA 9.35733802448e-06 0.00011297858059 +GCCTGC 0.000483462464598 0.000148624229012 +GCCTGG 0.000322828161845 0.000115999398253 +TCTTGC 5.77035844843e-05 0.000154665864337 +TAAAGG 0.0 0.000246498721288 +CAAATT 0.000252648126661 0.000769704340492 +TAAAGA 0.0 0.000453726812959 +GCATAA 4.67866901224e-06 0.000297248458024 +AAGGTC 0.000548963830769 0.000158895009065 +TATTAG 1.24764506993e-05 0.000236227941234 +GCCTGT 0.000204301880201 0.000129895159502 +TATCTA 0.000124764506993 0.000282748533242 +TAAAGT 0.0 0.000465205920078 +CAAATA 0.000182468091477 0.000723183748484 +CAAATC 0.000308792154808 0.000494205769641 +CGTGCT 0.000141919626705 0.000128082668904 +CAAATG 0.000511534478672 0.000477893354262 +AATACT 0.000154396077404 0.000408414548016 +TATCTC 0.000121645394318 0.000186686531564 +CCGGCG 0.000399246422378 0.00010814527233 +GGCATG 0.000703359908173 0.000156478354935 +GGCATA 0.000227695225262 0.000174603260912 +GGCGAC 0.0006752878941 0.00011056192646 +GGCATC 0.000863994210927 0.000164332480859 +AATACG 0.000246409901311 0.000226561324713 +AATACA 0.000151276964729 0.000648871633978 +AATACC 0.000288517922421 0.000238644595364 +GGCATT 0.000606667415254 0.000281540206177 +TATCTG 0.000575476288505 0.000249519538951 +TGCACA 0.000118526281643 0.000268852771993 +GAGCAC 0.000851517760228 0.000185478204498 +ACTGAT 0.000263565021023 0.00026824860846 +GAGCAG 0.00183871692181 0.000291206822698 +AGTAGT 0.000145038739379 0.000175811587977 +TCTCGC 0.000110728499956 0.000138957612491 +TCTCGA 7.48587041958e-05 0.000163728317326 +TCTCGG 4.83462464598e-05 0.000107541108797 +ACTGAG 0.000279160584397 0.000185478204498 +AGTAGA 6.39418098339e-05 0.000193936493954 +TTTGGT 0.000285398809747 0.000378206371388 +AGTAGG 3.89889084353e-05 0.000109957762927 +ACTGAA 0.00027136280271 0.000378206371388 +AAGGTT 0.000333745056206 0.000202998946943 +GGGTCA 4.21080211102e-05 9.78744922761e-05 +GTGTCG 0.000290077478759 9.90828193412e-05 +TCGAAC 0.000293196591434 0.000208436418736 +TCGAAA 0.000198063654851 0.000541330525181 +GTGTCC 0.000491260246285 0.000149832556077 +CGCACG 0.000205861436539 9.48536746132e-05 +GTGTCA 9.51329365822e-05 0.000157082518468 +GTTGTA 7.95373732081e-05 0.000243477903625 +CTTGCT 8.26564858829e-05 0.000181249059771 +TCGGTC 0.000149717408392 0.000103916127602 +GTGTCT 9.8252049257e-05 0.000161311663196 +TTGAAG 0.000463188232212 0.000301477602752 +TCGAAT 0.000371174408304 0.000387268824376 +CTTGCG 6.39418098339e-05 0.000106332781732 +CTTGCA 7.95373732081e-05 0.000235623777702 +CTTGCC 0.000185587204152 0.00013654095836 +CGAAAG 0.000380531746329 0.000369748081932 +CGAAAA 0.000201182767526 0.000709892150768 +CGAAAC 0.00018090853514 0.000360685628943 +AATCAT 0.000207420992876 0.000465205920078 +AAATGC 0.000205861436539 0.000538309707518 +CACGGC 0.000357138401268 0.000128082668904 +AAATGA 2.49529013986e-05 0.000671829848216 +ACAGTC 0.000115407168969 0.000161311663196 +CACGGG 5.45844718095e-05 7.24996239082e-05 +ACAGTA 7.1739591521e-05 0.000161915826728 +TAGAGC 0.0 0.000198165638682 +CGAAAT 0.000210540105551 0.000544351342844 +ACAGTT 0.000168432084441 0.000291206822698 +AATCAG 0.000611346084266 0.000332289942913 +CACGGT 0.000115407168969 0.000119624379449 +AAATGT 0.000110728499956 0.000769704340492 +AATCAC 0.000322828161845 0.000289998495633 +TTTGTA 0.000135681401355 0.000694788062454 +GCTCAA 0.000263565021023 0.000194540657487 +TCTAGT 0.000107609387282 0.000196353148085 +TTGCCG 0.000324387718182 0.000246498721288 +ATACGT 7.48587041958e-05 0.00017641575151 +GGGTAT 3.11911267483e-05 0.000117207725318 +ATACGA 0.000107609387282 0.000244082067158 +TCTAGG 4.05484647727e-05 0.000123249360644 +ATACGC 0.000218337887238 0.000152249210207 +TCTAGA 6.08226971591e-05 0.000146207574882 +GGGTAG 0.0 7.31037874408e-05 +TCTAGC 0.000121645394318 0.000126874341839 +ATACGG 6.86204788462e-05 0.000143790920751 +TGACTA 0.0 0.000185478204498 +TTTGTG 0.000656573218051 0.000520788965074 +TGGGCC 0.000233933450612 0.000143790920751 +AGATGT 3.27506830857e-05 0.00022354050705 +TCGCCC 0.000595750520892 0.000148624229012 +TCGCCA 0.000411722873077 0.000196957311617 +GGGTCG 3.11911267483e-05 6.34371709197e-05 +TCGCCG 0.000558321168794 0.00015285337374 +GGTAAT 0.000151276964729 0.000196353148085 +ACCCAT 0.000210540105551 0.000190311512759 +GTCAAC 0.000492819802623 0.000199373965748 +ACCCAC 0.000339983281556 0.000241061249495 +GGTAAC 0.000199623211189 9.18328569504e-05 +ACCCAA 0.000247969457649 0.000317185854598 +AGATGG 6.08226971591e-05 0.000241665413027 +ACCCAG 0.000527130042046 0.000184269877433 +AGATGA 4.67866901224e-06 0.000253144520146 +TCGCCT 0.000159074746416 0.000159499172598 +AGATGC 4.83462464598e-05 0.000186686531564 +TTTGAG 0.000541166049082 0.000292415149763 +CCCCAT 0.000166872528103 0.000158290845533 +TGGTCT 4.36675774476e-05 0.000161915826728 +TTGGGT 0.000333745056206 0.000211457236399 +CACTAG 1.55955633741e-05 0.000131103486567 +CACTAA 9.35733802448e-06 0.000203603110476 +CACTAC 0.000378972189991 0.000140770103088 +CCCCAA 0.000202742323864 0.000241061249495 +CCCCAC 0.000168432084441 0.000170374116184 +CCCCAG 0.00041016331674 0.00013654095836 +CACTAT 0.0002167783309 0.000154665864337 +CTATCG 0.000182468091477 0.000132915977165 +TCGGTT 0.00017467030979 0.000270665262591 +TTGGGA 0.000274481915385 0.000256165337809 +TTGGGC 0.000516213147684 0.000179436569173 +CTCGAG 0.000408603760402 0.000113582744123 +TAGTGG 0.0 0.000166749134989 +TTTCTG 0.000408603760402 0.000392102132637 +TGCAGC 0.000329066387194 0.000292415149763 +TGCCTC 0.000185587204152 0.00013412430423 +TGCCTA 7.48587041958e-05 0.000140770103088 +TGCAGG 5.61440281469e-05 0.000170978279717 +TTTCCG 0.0002167783309 0.000254352847211 +GTGGCC 0.00165936794301 0.00019997812928 +TCAGAC 0.000134121845018 0.000151040883142 +TTTCTT 9.98116055944e-05 0.000676663156477 +TGCCTT 0.000106049830944 0.00021870719879 +TGCAGT 0.000201182767526 0.000299665112154 +TAGTGC 0.0 0.000160103336131 +GTGAGC 0.000343102394231 0.000137145121893 +AAGGAA 0.00100591383763 0.000436810234047 +AAGGAC 0.00111664233759 0.00020239478341 +AAGGAG 0.00232841761176 0.000273081916721 +ATATGC 0.000151276964729 0.000318998345196 +GTTCCA 0.00022301655625 0.000204207274008 +ATATGA 1.55955633741e-06 0.00052924725453 +TACGAA 0.000352459732255 0.000265227790798 +ATATGG 7.01800351836e-05 0.000288186005035 +AAGGAT 0.00123672817557 0.000251936193081 +CTATCA 8.88947112325e-05 0.000189103185694 +TGGTTT 0.00013880051403 0.000363102283074 +ATATGT 5.3024915472e-05 0.000607788513764 +GGTCCC 0.000274481915385 9.66661652109e-05 +GCCCAG 0.00113847612631 0.000196957311617 +CCACTG 0.000544285161757 0.000193332330422 +GCCCAA 0.000442913999825 0.000276706897916 +GGTCCG 0.000205861436539 6.70621521151e-05 +AGGTCT 3.43102394231e-05 0.000102707800537 +TGTGTC 9.66924929196e-05 0.000201790619878 +AGACCC 0.000116966725306 0.000122645197111 +AGACCA 7.95373732081e-05 0.000191519839824 +AGACCG 7.32991478584e-05 0.000130499323035 +CTTCGC 0.000176229866128 0.000133520140698 +ATGCAA 0.000349340619581 0.000432581089319 +AGGTCC 8.42160422203e-05 0.000113582744123 +AGGTCA 3.89889084353e-05 0.000117811888851 +AGGTCG 5.61440281469e-05 0.000118416052383 +GGTCCT 0.000193384985839 0.000100895309939 +TCCGGA 0.000378972189991 0.000165540807924 +CTTAGC 0.000182468091477 0.000142582593686 +ATTGTG 0.000720515027885 0.00035766481128 +CTTAGA 3.74293520979e-05 0.000217498871725 +ATGCAC 0.000425758880114 0.000198165638682 +CTTAGG 4.05484647727e-05 9.60620016784e-05 +ATTGTC 0.000377412633654 0.000241665413027 +ATTGTA 0.000149717408392 0.000506289040292 +CGCTAC 0.000433556661801 9.30411840155e-05 +ATTTTG 0.00031347082382 0.000793870881795 +CGCTAA 3.11911267483e-06 0.000137749285426 +ATTTTA 0.000121645394318 0.00114851487541 +CGCTAG 7.79778168707e-06 6.58538250499e-05 +ATTTTC 0.000357138401268 0.000788433410002 +GAGGTC 0.000460069119537 0.000115999398253 +TAGCAG 0.0 0.000163124153793 +GATACT 0.000134121845018 0.000155874191403 +TAGCAC 0.0 0.000168561625587 +TAGCAA 0.0 0.000337727414706 +GAGGTT 0.00035557884493 0.000117207725318 +ATTTTT 0.000141919626705 0.00154242949865 +GCCTTG 0.000458509563199 0.000166749134989 +GTGGGG 7.95373732081e-05 0.000104520291134 +GCCTTA 0.000101371161932 0.000127478505372 +TTGACA 0.000134121845018 0.000264623627265 +CGCTAT 0.000251088570324 0.000103916127602 +GATACG 0.000322828161845 0.000147415901947 +TAGCAT 0.0 0.000219311362322 +GATACC 0.000308792154808 0.000148020065479 +GATACA 0.000152836521066 0.000295435967426 +TGAGCT 0.0 0.000177624078575 +GTCACC 0.00053024915472 0.000115999398253 +GATCAT 0.000294756147771 0.000168561625587 +TGGCAC 0.000151276964729 0.000204207274008 +AAGACA 0.000330625943532 0.000289998495633 +AAGACC 0.000779778168707 0.000169165789119 +ACAATG 0.000254207682998 0.000291810986231 +AAGACG 0.000572357175831 0.000181853223303 +CCACTT 0.000191825429502 0.000281540206177 +TGAGCG 0.0 0.000129895159502 +GATCAC 0.000419520654764 0.000204207274008 +GATCAA 0.000388329528016 0.000266436117863 +AAGACT 0.000296315704108 0.000215082217594 +GAAGGG 7.48587041958e-05 0.000137145121893 +CTTCCA 0.000135681401355 0.000203603110476 +GCGGTA 8.73351548951e-05 0.000103311964069 +GCGGTG 0.00057859540118 0.000153457537272 +CGGTGT 3.74293520979e-05 0.000109353599395 +TCGTTA 5.14653591346e-05 0.000209644745801 +TCGTTC 0.000212099661888 0.000175811587977 +CTTCCC 0.00013880051403 0.000140770103088 +ACTTGT 5.92631408217e-05 0.000290602659165 +TTGGAG 0.000876470661626 0.000228373815311 +TGTGTG 0.000244850344974 0.000613225985557 +GCGGTT 0.000188706316827 0.000178228242108 +ACTTGC 0.00013256228868 0.000219915525855 +ATGTGA 9.35733802448e-06 0.000293623476828 +ACTTGA 4.67866901224e-06 0.000288790168568 +CGGTGG 4.36675774476e-05 0.000185478204498 +ACTTGG 9.51329365822e-05 0.000225957161181 +CGGTGA 0.0 0.000103311964069 +CGGTGC 9.045426757e-05 0.00013654095836 +TGCCGC 0.000269803246372 0.000183665713901 +TTCCTA 0.000169991640778 0.000212061399931 +TAGACT 0.0 0.00011297858059 +TTCCTC 0.000489700689948 0.000209644745801 +ATGTGC 0.000305673042133 0.000241665413027 +TGGGTT 8.10969295455e-05 0.000204811437541 +TTCCTG 0.000924816908086 0.000194540657487 +TCCTTT 0.000260445908348 0.000306310911012 +GACCCA 0.000106049830944 0.000169165789119 +TTCCGT 0.000233933450612 0.000180040732705 +TAGACG 0.0 9.60620016784e-05 +TTCCTT 0.0002292547816 0.000285165187372 +TAGACC 0.0 0.000100291146406 +TAGACA 0.0 0.000170374116184 +TCCTTG 0.000280720140734 0.000155874191403 +TCCTTA 6.55013661714e-05 0.00015285337374 +TCCTTC 0.000375853077317 0.000183061550368 +ATCTCT 0.00013880051403 0.00019997812928 +TCCGCA 0.0002167783309 0.000154665864337 +ACCGTT 0.000215218774563 0.000151040883142 +TGGCGC 0.000257326795673 0.000160707499663 +TTTACG 0.000201182767526 0.000226561324713 +TGGCGA 0.000102930718269 0.000160103336131 +GGCCAT 0.000208980549213 0.000203603110476 +ATCTCG 0.000399246422378 0.000140770103088 +ATCTCA 0.000168432084441 0.000212061399931 +ATCTCC 0.000350900175918 0.000164936644391 +GGCCAA 0.000286958366084 0.00030812340161 +GGCCAC 0.000364936182955 0.000177019915043 +ACCGTG 0.000456950006862 0.000102103637004 +ACCGTA 0.000121645394318 8.21662404293e-05 +GGCCAG 0.000715836358873 0.000213873890529 +ACCGTC 0.000279160584397 8.3978731027e-05 +AGAATT 8.88947112325e-05 0.000425331126928 +GGCAGT 0.000556761612456 0.000250123702483 +CCATAA 3.11911267483e-06 0.000270665262591 +CAAAGG 0.000149717408392 0.000251332029548 +CCATAC 0.000121645394318 0.000227769651778 +CAAAGA 0.000116966725306 0.000497226587304 +GAAACG 0.000463188232212 0.00028456102384 +CAAAGC 0.000210540105551 0.000406602057418 +CAACGT 0.000135681401355 0.00017641575151 +GGCAGA 0.000151276964729 0.000211457236399 +GGCAGC 0.00105270052775 0.000297852621556 +CGTGAG 0.000308792154808 0.000101499473471 +GGCAGG 0.000219897443575 0.000132915977165 +CAACGC 0.000238612119624 0.000184874040966 +CAAAGT 0.00022301655625 0.000405997893886 +CAACGA 0.000115407168969 0.000375185553725 +CTAACC 0.000237052563287 0.000157082518468 +CAACGG 0.000160634302754 0.000205415601073 +CGTGAA 0.000152836521066 0.000177019915043 +GGGGGT 5.3024915472e-05 4.95414096706e-05 +TACGCT 0.000137240957692 8.51870580921e-05 +GAAACC 0.000405484647727 0.000307519238077 +CGATCT 0.000124764506993 0.000159499172598 +CTCTAG 3.11911267483e-06 0.000111770253525 +TGAGCC 0.0 0.000138353448958 +CTCTAA 1.55955633741e-05 0.000248915375418 +CTCTAC 0.000417961098427 0.000126270178307 +GGGGGG 1.55955633741e-05 8.03537498316e-05 +CGATCC 0.000262005464685 0.000182457386836 +CGATCA 7.64182605332e-05 0.000213873890529 +GGGGGC 0.000127883619668 6.76663156477e-05 +CGATCG 0.000199623211189 0.000168561625587 +GGGGGA 7.1739591521e-05 0.000123249360644 +TACGCG 0.000165312971766 7.31037874408e-05 +CTCTAT 0.000193384985839 0.000163124153793 +TTCTGA 1.71551197115e-05 0.000252540356614 +CAGACC 0.000438235330813 0.000123853524177 +CAGACA 0.000257326795673 0.000260394482537 +CAGACG 0.000509974922334 0.000171582443249 +TGCGTG 0.000302553929458 0.000202998946943 +TAGTTG 0.0 0.000278519388514 +GCTAAT 0.000188706316827 0.000252540356614 +TAGTTC 0.0 0.000224748834115 +TAGTTA 0.0 0.000319602508729 +CAGACT 0.000235493006949 0.000142582593686 +GCTAAG 0.00026512457736 0.000154061700805 +TAGTTT 0.0 0.000544351342844 +GCTAAC 0.000169991640778 0.000155874191403 +GCTAAA 0.000121645394318 0.000317185854598 +TAAGTG 0.0 0.000341352395901 +TGCTGC 0.000260445908348 0.000323227489924 +AACCCT 5.45844718095e-05 0.000169769952652 +TATCAA 0.000185587204152 0.000435601906982 +AACCCC 0.000179348978803 0.000165540807924 +AACCCA 0.000154396077404 0.000293623476828 +AACCCG 0.000146598295717 0.000139561776023 +TGCATC 0.000385210415341 0.000206019764606 +AGATTT 7.32991478584e-05 0.000441643542307 +ACGTAA 1.09168943619e-05 0.000195748984552 +AACTGG 0.000318149492832 0.000272477753188 +AACTGA 2.49529013986e-05 0.000410227038614 +AACTGC 0.000447592668838 0.000319602508729 +CCCAGA 0.000140360070367 0.000195748984552 +CCCAGC 0.000647215880026 0.000205415601073 +CCCAGG 0.000190265873164 0.000101499473471 +AACTGT 0.000176229866128 0.000286373514437 +AGTTTT 0.00018714676049 0.00073164203794 +ACGTAT 0.000101371161932 0.000209040582269 +CCCAGT 0.000405484647727 0.000180644896238 +CTCCAA 0.000212099661888 0.000225957161181 +TTGACG 0.000145038739379 0.000128686832437 +TATAAT 0.000166872528103 0.000675454829411 +CGCATA 0.000151276964729 0.000198165638682 +ATACTG 0.000288517922421 0.000216894708192 +CGCATC 0.000658132774388 0.00017641575151 +ATACTA 8.88947112325e-05 0.000232602960039 +ATACTC 0.000196504098514 0.000185478204498 +CGCATG 0.000486581577273 0.000100895309939 +GCGCAA 0.000210540105551 0.000196353148085 +ATACTT 9.20138239074e-05 0.000381831352583 +CGCATT 0.000453830894187 0.000209040582269 +GCGCAC 0.000212099661888 0.000122041033579 +GCTCCG 0.000330625943532 0.000147415901947 +TATTGT 5.61440281469e-05 0.000584830299526 +GCTCCC 0.00041016331674 9.84786558086e-05 +GCTCCA 0.000442913999825 0.000203603110476 +CCTACT 5.92631408217e-05 0.000118416052383 +TGTACT 3.11911267483e-05 0.000236832104767 +TTTAGT 0.000121645394318 0.000547976324039 +TATTGG 8.42160422203e-05 0.000228373815311 +GCTCCT 0.000369614851967 0.000153457537272 +GCGCAG 0.000435116218138 0.000169165789119 +GCTGGG 0.000107609387282 0.000128686832437 +TTTAGG 6.39418098339e-05 0.000229582142376 +TGTACG 4.21080211102e-05 0.000154061700805 +CCTACG 9.66924929196e-05 7.61246051036e-05 +TGTACA 3.89889084353e-05 0.000358873138346 +CCTACA 8.10969295455e-05 0.000140165939556 +TGTACC 4.67866901224e-05 0.00015043671961 +CCTACC 8.42160422203e-05 9.18328569504e-05 +TTCGCG 9.51329365822e-05 0.000155874191403 +TTCGCA 0.000140360070367 0.000231998796506 +TTCGCC 0.000645656323689 0.000192124003357 +AGTATC 0.000112288056294 0.000163124153793 +GACTAA 9.35733802448e-06 0.000160707499663 +AGTATA 7.1739591521e-05 0.000281540206177 +GACTAC 0.000786016394056 0.000141374266621 +AGTATG 9.045426757e-05 0.000165540807924 +TTTGGA 0.000330625943532 0.000343164886499 +GACTAG 1.55955633741e-05 9.84786558086e-05 +TTCGCT 0.000165312971766 0.000253144520146 +GTGTAT 0.000124764506993 0.000304498420414 +GACTAT 0.000396127309703 0.000164936644391 +AGTATT 0.000124764506993 0.000389081314974 +TTACTC 5.45844718095e-05 0.000181249059771 +GGTCTT 0.000163753415428 0.000124457687709 +TTACTG 8.26564858829e-05 0.000183665713901 +ACCTTG 0.00027136280271 0.000132311813632 +ACCTTC 0.000601988746241 0.000131103486567 +ACCTTA 8.26564858829e-05 0.000172790770315 +TTACTT 7.1739591521e-05 0.000402372912691 +ACCTTT 0.000324387718182 0.000254957010744 +ACAGGG 3.43102394231e-05 8.63953851573e-05 +CTGGGA 0.00053024915472 0.000149832556077 +CTGGGC 0.00118994148545 0.000130499323035 +ACAGGC 0.000134121845018 0.000116603561786 +ACAGGA 0.000194944542177 0.000196353148085 +CTGGGG 0.000116966725306 8.45828945596e-05 +CAGGAC 0.000737670147596 0.000184269877433 +GCAGCT 0.000561440281469 0.000306310911012 +CAGGAA 0.000659692330726 0.000202998946943 +TCGCTT 0.000157515190079 0.000277915224981 +AGGACC 9.8252049257e-05 0.000105728618199 +AGGACA 8.73351548951e-05 0.000233811287104 +GCGCAT 0.000121645394318 0.000130499323035 +TTATAC 3.89889084353e-05 0.000339539905303 +ACAGGT 0.000104490274607 0.00011297858059 +CTGGGT 0.00040392509139 0.000140165939556 +TTATAG 9.35733802448e-06 0.000354643993618 +CTCCGA 5.92631408217e-05 0.000139561776023 +TCGCTG 0.00105114097142 0.000214478054062 +GAGTTG 0.000541166049082 0.00019756147515 +GCAGCG 0.000461628675874 0.000325644144054 +AGGACT 7.32991478584e-05 0.000167957462054 +GCAGCA 0.00080161195743 0.000691767244791 +GCAGCC 0.00066904966875 0.000244082067158 +CAGGAT 0.000832803084179 0.000191519839824 +TGCTGA 7.79778168707e-06 0.000262811136667 +CCTCAG 0.00018090853514 0.000115395234721 +CCTCAA 0.00013256228868 0.000156478354935 +CCTCAC 6.70609225088e-05 0.000126270178307 +TATGTT 0.000135681401355 0.000420497818668 +ATGGGC 0.000679966563112 0.000141374266621 +TCTTTG 0.000135681401355 0.000317790018131 +ATGGGA 0.000290077478759 0.000190311512759 +TCTTTA 6.55013661714e-05 0.000364914773671 +ATGGGG 7.32991478584e-05 0.000135332631295 +TCTTTC 7.1739591521e-05 0.000303894256882 +CCTCAT 7.01800351836e-05 0.000146811738414 +TCTTTT 7.1739591521e-05 0.000581205318331 +GCTAGC 0.000198063654851 0.00015285337374 +TATGTA 0.000131002732343 0.000734058692071 +ATGGGT 0.000296315704108 0.000139561776023 +TATGTC 0.000179348978803 0.000148624229012 +GAAAGA 0.000140360070367 0.000370352245464 +ATCAAG 0.00128663397837 0.000331081615847 +CATGAT 0.000145038739379 0.00017399909738 +ATCAAC 0.000860875098252 0.000347998194759 +GAAAGG 0.000212099661888 0.00024710288482 +ATCAAA 0.000441354443488 0.00070324635191 +GGAACT 0.000246409901311 0.000203603110476 +GTCAGG 7.95373732081e-05 8.03537498316e-05 +CATGAG 0.000247969457649 0.000107541108797 +ATCAAT 0.00057859540118 0.000453726812959 +GTCCAA 0.000169991640778 0.000212665563464 +CATGAC 0.000176229866128 0.00013654095836 +CATGAA 0.000188706316827 0.000213873890529 +TGACCT 0.0 0.000123853524177 +GTAGCG 6.23822534965e-05 0.000105728618199 +CAAGTT 0.000154396077404 0.000315977527533 +GCGGCT 0.000385210415341 0.000149228392544 +GCTTTA 9.35733802448e-05 0.000261602809602 +GCTTTC 0.000212099661888 0.000230790469441 +TTTCTC 0.000191825429502 0.000324435816989 +GCGGCG 0.000564559394144 0.000167353298521 +CAAGTG 0.000407044204065 0.000331081615847 +GTAGCT 0.000116966725306 0.000181249059771 +TTCTTT 0.000433556661801 0.000645850816316 +GCGGCC 0.000848398647553 0.000105124454667 +CAAGTC 0.00013880051403 0.000267040281395 +GCGGCA 0.000513094035009 0.000235623777702 +CAAGTA 0.000113847612631 0.000243477903625 +AACGGT 0.000297875260446 0.000178228242108 +GGGGAA 0.000131002732343 0.000165540807924 +TAATCG 0.0 0.000181249059771 +CTTGTG 0.000157515190079 0.00022354050705 +TAATCA 0.0 0.0003951229503 +TAATCC 0.0 0.000180644896238 +TGCGAA 0.00026512457736 0.000275498570851 +CGGCCC 0.000127883619668 7.9749586299e-05 +AAAATT 0.00027760102806 0.0013448680235 +TTGATA 0.000106049830944 0.000381227189051 +CGGCCG 0.000129443176005 8.51870580921e-05 +CTTGTA 4.83462464598e-05 0.000239248758897 +GGTCTG 0.000520891816696 9.18328569504e-05 +TAATCT 0.0 0.000250123702483 +AGTTTA 9.8252049257e-05 0.000479705844859 +TGCGAC 0.000304113485796 0.000146811738414 +GGTCTC 0.000184027647815 8.8207875755e-05 +GGAGGC 0.000467866901224 0.000164936644391 +GGTCTA 0.000118526281643 0.000135332631295 +AAAATG 0.000481902908261 0.00091047444358 +AAAATC 0.000375853077317 0.000839183146737 +TCAATA 8.88947112325e-05 0.000360685628943 +AAAATA 0.000249529013986 0.00158653343652 +TCGTCA 0.00012632406333 0.000145603411349 +ATCCCT 4.36675774476e-05 0.000128082668904 +TTCAGG 7.48587041958e-05 0.000145603411349 +ATATCC 0.000262005464685 0.000245894557755 +TCGTCG 0.000380531746329 0.00017399909738 +TTTAGC 0.00018090853514 0.000305102583947 +TGCCAA 0.000152836521066 0.000398143767963 +TCGGGA 0.000343102394231 0.000128686832437 +GAACAA 0.000333745056206 0.000413852019809 +ATCCCG 0.00012632406333 0.000144395084284 +GAACAC 0.0002292547816 0.000304498420414 +ATCCCC 0.000123204950656 0.000158895009065 +GAACAG 0.000659692330726 0.000236227941234 +ATCCCA 9.51329365822e-05 0.000254957010744 +AACGGA 0.000586393182867 0.000293019313296 +CACCAC 0.000456950006862 0.00028697767797 +CACCAA 0.000218337887238 0.00035766481128 +CACCAG 0.000676847450437 0.000230790469441 +AACATT 0.00050061758431 0.000602351041971 +AACGGG 0.000143479183042 0.00011297858059 +TCCGTC 0.000168432084441 0.000106332781732 +GAGTTA 0.000112288056294 0.000189103185694 +TCCGTA 0.000124764506993 0.000146811738414 +ACCAGA 0.000116966725306 0.000274290243786 +CACCAT 0.00031347082382 0.000189103185694 +AACATG 0.000623822534965 0.000279727715579 +AACATA 0.000333745056206 0.000529851418062 +AACATC 0.000743908372946 0.000292415149763 +CAGTCG 0.000555202056119 0.00019756147515 +GCACGG 5.61440281469e-05 9.66661652109e-05 +GTCAGA 6.70609225088e-05 0.000140770103088 +GCACGA 0.000102930718269 0.000121436870046 +CAGTCC 0.000346221506906 0.000129895159502 +GCACGC 0.000163753415428 0.000118416052383 +CAGTCA 0.000176229866128 0.000193936493954 +GCACCA 0.000391448640691 0.000235019614169 +GCAAGC 0.00013880051403 0.000227165488246 +GCACGT 9.51329365822e-05 0.000117207725318 +CAGTCT 0.000127883619668 0.000144395084284 +TAAAGC 0.0 0.000342560722966 +GCAAGG 9.8252049257e-05 0.000164332480859 +GTCAGT 0.000205861436539 0.000143790920751 +GTATAC 9.66924929196e-05 0.000186686531564 +TTCCCG 0.000196504098514 0.000172790770315 +GTATAA 3.11911267483e-06 0.000358873138346 +GTATAG 7.79778168707e-06 0.000149228392544 +CCGGAA 0.000481902908261 0.000143790920751 +CCGGAC 0.000417961098427 0.000125666014774 +CCGGAG 0.000901423563025 0.000137749285426 +CGTCTT 9.8252049257e-05 0.000118416052383 +TATTTG 0.00027760102806 0.000593892752515 +TTCCGG 0.000268243690035 0.00012929099597 +TTCCGA 0.00017467030979 0.000228373815311 +TTCCGC 0.000464747788549 0.000156478354935 +GTATAT 8.10969295455e-05 0.00053408056279 +CGTCTC 0.000162193859091 8.33745674944e-05 +CGTCTA 9.8252049257e-05 0.000100291146406 +CGTCTG 0.000427318436451 0.00015043671961 +CCGGAT 0.000509974922334 0.000126874341839 +CTCTTC 0.000587952739205 0.000206019764606 +TGTTAT 4.21080211102e-05 0.000385456333779 +CTCTTA 4.83462464598e-05 0.000183665713901 +CTCTTG 0.000152836521066 0.000193936493954 +CCCGAT 0.000511534478672 0.000160103336131 +TACGTA 8.26564858829e-05 0.000155874191403 +TACGTC 0.000166872528103 8.45828945596e-05 +TCTGGT 0.000196504098514 0.00017641575151 +CGCGAT 0.000499058027972 0.00011056192646 +TACGTG 0.00040392509139 0.000118416052383 +TGTTAG 7.79778168707e-06 0.000216894708192 +GGTTTC 0.000302553929458 0.000193332330422 +CTCGTG 0.000169991640778 9.36453475481e-05 +CTCTTT 0.000249529013986 0.00033410243351 +TGTTAA 4.67866901224e-06 0.000487559970783 +CGCGAA 0.000408603760402 0.000139561776023 +CGCGAC 0.000447592668838 8.21662404293e-05 +GATATT 0.000439794887151 0.000369748081932 +TCTGGC 0.000308792154808 0.000175811587977 +TACGTT 0.000155955633741 0.000192728166889 +CGCGAG 0.000868672879939 9.48536746132e-05 +AGTCGT 0.000109168943619 0.000128082668904 +TTACCT 6.55013661714e-05 0.000201790619878 +CTCCAT 0.000143479183042 0.000180040732705 +TATGCC 0.000514653591346 0.000177019915043 +TTACCG 4.21080211102e-05 0.000109957762927 +CTCCAC 0.000188706316827 0.000206019764606 +AGTCGG 9.51329365822e-05 0.000158290845533 +TTACCC 8.57755985577e-05 0.000151645046675 +AGTCGA 0.000134121845018 0.000228373815311 +TTACCA 9.98116055944e-05 0.000271873589656 +AGTCGC 0.000291637035096 0.000165540807924 +GTACCG 9.8252049257e-05 7.9749586299e-05 +CCGACT 0.000118526281643 0.00013654095836 +GCCTAC 0.000653454105376 0.000101499473471 +GCCTAA 1.55955633741e-05 0.000162519990261 +GCCTAG 1.24764506993e-05 7.9749586299e-05 +GTGCGG 0.000241731232299 0.000135936794828 +CCGACA 0.000137240957692 0.000138353448958 +GATATC 0.00040392509139 0.000225352997648 +CCGACC 0.000184027647815 0.000148020065479 +CCGACG 0.0002167783309 9.90828193412e-05 +GCCTAT 0.000428877992789 0.000106332781732 +TGACGG 0.0 9.06245298853e-05 +TGACGT 0.0 0.000109353599395 +CCCGAG 0.000639418098339 0.000107541108797 +CTCGTT 9.98116055944e-05 0.000177019915043 +CCCGAA 0.00041016331674 0.000189103185694 +CGCACA 0.000173110753453 0.000219915525855 +ATACAC 0.000120085837981 0.000425331126928 +CGCACC 0.000592631408217 0.000106936945265 +ATACAA 0.000141919626705 0.000624100929143 +ACTGCT 0.000205861436539 0.000177624078575 +ATACAG 0.000212099661888 0.000231998796506 +ATTGCC 0.000742348816609 0.000271269426123 +GGGTCC 7.48587041958e-05 5.79996991266e-05 +GAGCGT 0.000394567753366 0.000157686682 +CTCACT 0.000155955633741 0.000126874341839 +GGGTCT 3.11911267483e-05 9.12286934178e-05 +ACTGCA 0.000212099661888 0.000311144219273 +TTTGTC 0.000210540105551 0.000315373364001 +ACTGCC 0.000393008197028 0.000181853223303 +CGCACT 0.000213659218226 0.000145603411349 +ATACAT 5.92631408217e-05 0.000769704340492 +ACTGCG 0.000146598295717 0.000149832556077 +CTCACC 0.000506855809659 0.000146811738414 +CTCACA 0.000148157852054 0.000187290695096 +CTCACG 0.000166872528103 7.18954603756e-05 +GTGGGT 0.00045227133785 0.000128082668904 +GTGAGG 0.000123204950656 8.45828945596e-05 +GATTTT 0.000341542837893 0.0007104963143 +ACAATT 0.000171551197115 0.000602955205503 +CTTGAA 0.000162193859091 0.000341352395901 +TAGTGA 0.0 0.000206623928138 +GTGAGA 9.35733802448e-05 0.000160103336131 +TCGACG 0.000276041471722 0.000141978430154 +TCGACA 0.000134121845018 0.000159499172598 +TAGAGG 0.0 0.000104520291134 +ACAATA 0.000141919626705 0.000558247104093 +GTGAGT 0.000152836521066 0.000204811437541 +ACAATC 0.000163753415428 0.000279123552047 +GATTTC 0.000469426457561 0.000369748081932 +CCAGTA 0.000109168943619 0.000138353448958 +TCGACT 0.000123204950656 0.000189103185694 +CTGGTT 0.000322828161845 0.000226561324713 +TTGAGT 0.000155955633741 0.000256165337809 +TCAAAA 0.000159074746416 0.000878453776354 +CGAACG 0.000102930718269 0.000180644896238 +CGAACC 0.000127883619668 0.000160103336131 +CGAACA 9.045426757e-05 0.000264623627265 +CTGGTG 0.00118058414742 0.000160103336131 +CTGGTA 0.000160634302754 0.000103916127602 +CTGGTC 0.000731431922247 0.000157082518468 +CGAACT 8.10969295455e-05 0.000201186456345 +TTGCAT 0.000169991640778 0.000384852170246 +GACGAG 0.00152836521066 0.000180040732705 +TTGCAG 0.000506855809659 0.000320810835794 +GAGGGA 0.000439794887151 0.000161915826728 +TTGCAC 0.000218337887238 0.000253144520146 +TTGCAA 0.000296315704108 0.000461580938882 +TCCATC 0.000460069119537 0.000236227941234 +TCGCAT 0.000268243690035 0.000210853072866 +GTCGTG 0.000210540105551 0.000115999398253 +GTCGTA 7.01800351836e-05 0.000103916127602 +GTCGTC 0.000212099661888 0.000132915977165 +CCGTTT 0.000116966725306 0.00020239478341 +GAGCAA 0.000670609225088 0.000300269275686 +TTTTTG 0.000193384985839 0.00104339042075 +ATATCG 0.000230814337937 0.000242873740092 +GTCGTT 0.000129443176005 0.000141978430154 +TCAGAT 0.000185587204152 0.0002634153002 +TCGCAG 0.000709598133523 0.000183061550368 +GTGCTC 0.00058483362653 0.000172790770315 +TCGCAC 0.000338423725219 0.000142582593686 +CCGTTG 0.0002292547816 0.000139561776023 +CCGTTA 3.27506830857e-05 0.000114791071188 +CCGTTC 0.000205861436539 0.000112374417058 +GATCGG 0.000280720140734 0.000138957612491 +AATGCT 0.000338423725219 0.000334706597043 +GGTACG 8.42160422203e-05 7.12912968431e-05 +GGTACA 8.10969295455e-05 0.00011056192646 +TCCAGG 0.000145038739379 0.000128686832437 +GGTACC 0.00013880051403 5.43747179312e-05 +GCGGAC 0.00045227133785 0.000107541108797 +CAGGGA 0.000407044204065 0.000106936945265 +TTCAGC 0.000456950006862 0.000212061399931 +TATTTC 0.000218337887238 0.000492997442576 +TATTTA 0.000101371161932 0.00109897346574 +CCCCCT 5.14653591346e-05 0.000100895309939 +GGTACT 0.000106049830944 9.30411840155e-05 +AATGCG 0.000411722873077 0.000215686381127 +AATGCC 0.00104490274607 0.000250727866016 +AATGCA 0.000416401542089 0.000461580938882 +CCCCCC 9.045426757e-05 0.000148020065479 +CCCCCA 0.00012632406333 0.000132311813632 +TATTTT 0.000123204950656 0.00139018028844 +CCCCCG 0.000110728499956 7.91454227665e-05 +CTTGAG 0.0002292547816 0.00015527002787 +ATGATG 0.000592631408217 0.000267644444928 +GAAGTA 0.000171551197115 0.000207832255204 +ATGATA 0.000177789422465 0.000367331427802 +ATGATC 0.000489700689948 0.000163124153793 +TGCAAC 0.000439794887151 0.000301477602752 +TGCAAA 0.000177789422465 0.00057153870181 +TGCAAG 0.000575476288505 0.000244082067158 +GAAGTG 0.00063317987299 0.000262206973135 +ATGATT 0.000276041471722 0.000462185102415 +CTTGAT 0.000151276964729 0.000230186305909 +GTGCTT 0.000218337887238 0.000210853072866 +TTGAGG 0.000113847612631 0.000177624078575 +GCCATT 0.000806290626443 0.000297852621556 +TTGAGC 0.000304113485796 0.000202998946943 +TGCAAT 0.000280720140734 0.000418081164537 +GAGAAT 0.00076574216167 0.000271873589656 +TGTCTT 3.89889084353e-05 0.000231394632974 +TTCAGA 6.23822534965e-05 0.000254957010744 +AGTAGC 0.000227695225262 0.000182457386836 +AAGGCC 0.00100903295031 0.00017883240564 +ATAACC 0.000251088570324 0.000210853072866 +AAGGCA 0.000474105126574 0.000299060948621 +ATAACA 0.000146598295717 0.000477289190729 +AAGGCG 0.000712717246198 0.000215686381127 +ATAACG 0.000141919626705 0.000187894858629 +TATGCT 0.000137240957692 0.000216290544659 +GAGGGT 0.000492819802623 9.42495110807e-05 +TGTCTG 0.000194944542177 0.000208436418736 +GAGAAG 0.0020258636823 0.000281540206177 +GAGAAA 0.000619143865953 0.000504476549695 +TGTCTC 6.08226971591e-05 0.000144999247816 +GAGAAC 0.0011961797108 0.00019997812928 +TGTCTA 4.99058027972e-05 0.000188499022161 +TGTGGC 0.000221456999913 0.000210248909334 +TGTGGA 0.000118526281643 0.000213873890529 +TGTGGG 3.89889084353e-05 0.000157686682 +ATAACT 0.000102930718269 0.000344373213564 +ACTGAC 0.000154396077404 0.000137145121893 +GGTATT 0.000176229866128 0.00019756147515 +AGGTAT 6.70609225088e-05 0.00015043671961 +ACCAAG 0.0011213210066 0.000285165187372 +GAGCAT 0.000428877992789 0.000229582142376 +ACCAAA 0.000486581577273 0.000611413494959 +ATCATC 0.000762623048995 0.000274894407319 +ACCAAC 0.000698681239161 0.00035524815715 +GGTCAC 0.000283839253409 0.000126270178307 +GATCGC 0.000750146598296 0.000154665864337 +GGTCAT 0.000212099661888 0.000127478505372 +ACCAAT 0.000640977654677 0.000344373213564 +AGGTAG 1.55955633741e-06 0.000177624078575 +AGGTAA 3.11911267483e-06 0.000155874191403 +AGGTAC 6.55013661714e-05 9.12286934178e-05 +TTTTGC 0.000152836521066 0.000487559970783 +GCCGTC 0.000442913999825 0.000119624379449 +AATTGG 0.000162193859091 0.000375789717258 +GTCGGA 0.000151276964729 0.000115999398253 +AATTGA 1.40360070367e-05 0.000593892752515 +ATCATG 0.000422639767439 0.000160707499663 +AATTGC 0.000247969457649 0.000404185403288 +TAGCCA 0.0 0.000235623777702 +TGGGGT 0.000106049830944 9.66661652109e-05 +CGCTCG 0.000191825429502 0.000143186757219 +GATAAT 0.000408603760402 0.000338331578238 +CGCTCA 7.79778168707e-05 0.000122645197111 +CGCTCC 0.000450711781512 0.00013654095836 +AATTGT 9.51329365822e-05 0.000653704942239 +AATCTT 0.000302553929458 0.00037156057253 +TCTTAT 5.14653591346e-05 0.000298456785089 +GTTATG 0.000149717408392 0.00017399909738 +CGCTCT 9.20138239074e-05 0.000146811738414 +GATAAA 0.00031970904917 0.000450705995296 +TCGAAG 0.000408603760402 0.000248311211886 +GATAAC 0.000371174408304 0.000203603110476 +TAGCCT 0.0 0.000111166089993 +TGGGGC 0.000268243690035 0.000125666014774 +GATAAG 0.000625382091303 0.00023985292243 +GATCCT 0.000285398809747 0.000183665713901 +AAGAAT 0.000603548302579 0.00048695580725 +GGGGCT 7.79778168707e-05 8.57912216247e-05 +GTTATC 0.0002167783309 0.000192728166889 +AAGAAC 0.0011213210066 0.00041626867394 +GATCCA 0.000363376626617 0.000186082368031 +AAGAAA 0.000732991478584 0.000974515778033 +GATCCC 0.00075950393632 0.00015043671961 +AAGAAG 0.00209448416115 0.000447685177633 +GATCCG 0.000505296253322 0.000166144971456 +GCCCCA 0.000168432084441 0.000190915676292 +TATTAA 1.8714676049e-05 0.000756412742776 +CAAGGG 5.14653591346e-05 0.000125666014774 +CAAGGC 0.000166872528103 0.000160707499663 +GGTTCT 0.000115407168969 0.000184874040966 +CAAGGA 0.0002292547816 0.000259186155472 +GGTTCA 0.000106049830944 0.000227165488246 +GGTTCC 0.000310351711145 0.000137749285426 +AAGGCT 0.000533368267395 0.000171582443249 +TGCATT 0.000233933450612 0.000450705995296 +GGTTCG 0.000244850344974 0.000182457386836 +TAGGCA 0.0 0.000187894858629 +ATTATA 0.000157515190079 0.000869391323366 +ATTATC 0.000336864168881 0.000299060948621 +TAGAAT 0.0 0.000295435967426 +GATAGT 0.000193384985839 0.000169769952652 +ATTATG 0.000269803246372 0.000391497969104 +AGTCTT 0.000116966725306 0.000180040732705 +TCCCAA 0.000196504098514 0.00026583195433 +TAGAAA 0.0 0.00048695580725 +TAGAAC 0.0 0.000167957462054 +ATTATT 0.000224576112587 0.00092920351309 +TAGAAG 0.0 0.00024226957656 +AGTCTA 0.000115407168969 0.000186686531564 +AGTCTC 0.000140360070367 0.000119624379449 +AGTCTG 0.000413282429414 0.000123249360644 +TAACTC 0.0 0.000205415601073 +TAACTA 0.0 0.000377602207855 +TAACTG 0.0 0.000229582142376 +ATCTAT 0.000291637035096 0.000333498269978 +GCCCCG 0.000152836521066 9.18328569504e-05 +TAACTT 0.0 0.000383039679648 +ATCTAG 2.02742323864e-05 0.000138353448958 +ATCTAC 0.000555202056119 0.000196957311617 +ATCTAA 1.24764506993e-05 0.000314165036936 +GGTCAG 0.000408603760402 9.90828193412e-05 +CCATGT 6.39418098339e-05 0.000181853223303 +GCCCCC 0.000210540105551 0.000102707800537 +TGGAGG 3.58697957605e-05 0.000173394933847 +TGGAGA 3.27506830857e-05 0.000213269726997 +GGTCAA 0.000205861436539 0.000161915826728 +CCATGC 4.67866901224e-05 0.000138957612491 +TCCAGA 0.000118526281643 0.000187894858629 +CCATGA 3.11911267483e-06 0.00013412430423 +CCATGG 7.64182605332e-05 0.000121436870046 +TGGAGT 9.66924929196e-05 0.000192728166889 +TCAGTA 5.45844718095e-05 0.000164936644391 +TCAGTC 6.55013661714e-05 0.000156478354935 +CTCTCT 0.000110728499956 0.000300269275686 +GGGGAT 0.000194944542177 0.000102103637004 +TCAGTG 0.000198063654851 0.000212665563464 +CGATAT 0.00012632406333 0.000233811287104 +CTCTCG 0.000260445908348 0.000137145121893 +GGGGAC 0.000154396077404 9.78744922761e-05 +CTCTCC 0.000338423725219 0.000155874191403 +TCAGTT 0.000112288056294 0.000344373213564 +CTCTCA 9.045426757e-05 0.000193936493954 +CGATAG 6.23822534965e-06 0.00015285337374 +CGATAA 4.67866901224e-06 0.000258581991939 +ATGCTG 0.000948210253147 0.000241665413027 +CGATAC 0.000127883619668 0.000151040883142 +TTCACT 0.000168432084441 0.00022354050705 +GTGTTT 0.00017467030979 0.000430768598721 +GCTACT 0.000113847612631 0.000139561776023 +GTGGTT 0.000378972189991 0.00026583195433 +GTGTTC 0.000408603760402 0.000241061249495 +GTGTTA 5.61440281469e-05 0.000222332179985 +GTGTTG 0.000194944542177 0.000283352696775 +CGTGCC 0.000325947274519 9.54578381458e-05 +GTGGTA 0.000182468091477 0.000173394933847 +GCTACA 9.51329365822e-05 0.000153457537272 +GTGGTC 0.000645656323689 0.000131103486567 +GCTACC 0.000157515190079 0.000127478505372 +GTGGTG 0.00112755923195 0.000200582292813 +GCTACG 0.000118526281643 8.88120392875e-05 +CGTGCA 7.79778168707e-05 0.000143186757219 +TTTCGT 8.73351548951e-05 0.000389081314974 +TGCCCT 2.96315704108e-05 0.000135332631295 +AGCGTT 0.000233933450612 0.000199373965748 +CGTGCG 8.42160422203e-05 0.000115999398253 +CACGGA 0.000246409901311 0.000125061851242 +TGCCCA 0.000121645394318 0.000278519388514 +TGCCCG 0.00013256228868 0.000113582744123 +ACAGTG 0.000279160584397 0.000196957311617 +AGCGTA 0.000107609387282 0.000140770103088 +AGCGTC 0.000163753415428 0.000180644896238 +GTACGT 4.36675774476e-05 0.000100291146406 +AGCGTG 0.000304113485796 0.000148020065479 +GGCCCC 0.000134121845018 7.79370957013e-05 +GGCCCA 9.35733802448e-05 0.000156478354935 +CACGTG 0.000286958366084 0.000118416052383 +GGCCCG 7.64182605332e-05 8.03537498316e-05 +CACGTA 7.48587041958e-05 0.000114791071188 +CACGTC 0.000166872528103 0.000107541108797 +ACGTGC 0.000135681401355 0.000127478505372 +ACGTGA 7.79778168707e-06 0.000140770103088 +ACGTGG 8.10969295455e-05 9.90828193412e-05 +AAATGG 0.000221456999913 0.000447685177633 +CACGTT 0.00013256228868 0.000163124153793 +GGGGCC 0.000162193859091 6.04163532568e-05 +TCTTAA 0.0 0.000434997743449 +GGCCCT 3.27506830857e-05 8.69995486898e-05 +GGGACA 4.05484647727e-05 0.000123249360644 +GGTATA 6.08226971591e-05 0.000187894858629 +GGGACC 4.36675774476e-05 0.000123853524177 +TCGTGG 0.000140360070367 0.000135936794828 +ACGTGT 4.5227133785e-05 0.000169769952652 +TCTTAG 4.67866901224e-06 0.000148624229012 +GCTTCC 0.000276041471722 0.000145603411349 +AGAGAG 0.000109168943619 0.000298456785089 +AGAGAA 0.000118526281643 0.000412643692744 +AGAGAC 6.55013661714e-05 0.000166749134989 +TCGTGA 9.35733802448e-06 0.000122645197111 +GTCTTT 0.000262005464685 0.000233811287104 +TCTATC 5.92631408217e-05 0.000180644896238 +TCTATG 9.20138239074e-05 0.000204811437541 +AGAGAT 0.000140360070367 0.000226561324713 +TTCACA 0.000182468091477 0.000303290093349 +GTCTTG 0.000152836521066 0.000144999247816 +TCTATT 0.000115407168969 0.00032926912525 +GTCTTC 0.000460069119537 0.000131103486567 +GTCTTA 4.83462464598e-05 0.000145603411349 +GCAGAG 0.000388329528016 0.000264623627265 +GAAGGC 0.000296315704108 0.000218103035257 +GCTCAC 0.000169991640778 0.000100291146406 +GCAGAC 0.000177789422465 0.000185478204498 +GCAGAA 0.000219897443575 0.000351623175955 +GCTCAG 0.00036181707028 0.00020239478341 +ATGCGT 0.000207420992876 0.000151645046675 +TTGCTG 0.000534927823733 0.000315373364001 +CTTGAC 0.000155955633741 0.000119624379449 +TTGCTA 0.000123204950656 0.000245290394223 +TTGCTC 0.000237052563287 0.000222936343518 +GCAGAT 0.000322828161845 0.000257977828407 +GCTCAT 0.000129443176005 0.000167957462054 +GTTTGC 0.000194944542177 0.000305102583947 +TTGCTT 0.000143479183042 0.000390289642039 +ATGCGG 0.000226135668925 0.000125061851242 +GAGAGG 0.000204301880201 0.000194540657487 +TAGCCG 0.0 0.000121436870046 +ATGCGC 0.000436675774476 0.000115395234721 +ATGCGA 0.00027760102806 0.000212665563464 +TGTAAG 4.36675774476e-05 0.000287581841503 +GGCTAG 4.67866901224e-06 0.000109353599395 +TGTAAC 5.45844718095e-05 0.000202998946943 +GGCTAC 0.000722074584222 0.000106936945265 +GACTGT 0.000140360070367 0.000146811738414 +GGCTAA 6.23822534965e-06 0.000147415901947 +ACTGTA 0.000101371161932 0.00021870719879 +TTGGTA 0.000109168943619 0.000236227941234 +ACTGTC 0.000168432084441 0.000140165939556 +TTGGTC 0.000283839253409 0.000179436569173 +TTCGAC 0.000611346084266 0.000204811437541 +ACTGTG 0.000322828161845 0.000163728317326 +AATCAA 0.000360257513942 0.00077393348522 +GACTGC 0.000327506830857 0.000156478354935 +GGCTAT 0.000461628675874 0.000139561776023 +GACTGA 4.67866901224e-06 0.000160707499663 +GACTGG 0.000254207682998 0.000109353599395 +TGTAAT 5.77035844843e-05 0.000502664059097 +TGTGGT 9.20138239074e-05 0.000193332330422 +TTGGTT 0.000219897443575 0.000422914472798 +ACTGTT 0.000169991640778 0.000269456935525 +GTTTCT 0.000109168943619 0.000285165187372 +ATAATT 0.000148157852054 0.000829516530216 +CCTTTT 8.73351548951e-05 0.000384852170246 +GTTTCG 0.000212099661888 0.000250727866016 +GTTTCC 0.000302553929458 0.000255561174276 +GTTTCA 0.000118526281643 0.000258581991939 +ATAATG 0.0002292547816 0.000430164435189 +CCTTTA 5.14653591346e-05 0.000207832255204 +CCTTTC 0.000129443176005 0.000181249059771 +ATAATC 0.000184027647815 0.000316581691066 +ATAATA 0.000109168943619 0.00108205688683 +CCTTTG 0.000204301880201 0.000231998796506 +ACAGAA 0.000213659218226 0.000428956108124 +ACAGAC 0.000179348978803 0.00022112385292 +GCCCCT 9.51329365822e-05 0.000109957762927 +ACAGAG 0.000310351711145 0.000217498871725 +TTATCT 2.80720140734e-05 0.000279123552047 +CTGGAC 0.0013630522389 0.000173394933847 +CTGGAA 0.00081408840813 0.000230790469441 +CTGGAG 0.00220989133011 0.000185478204498 +ACAGAT 0.000272922359047 0.000315373364001 +GTGAAG 0.000825005302492 0.000219311362322 +TGGGGA 0.000112288056294 0.000125061851242 +CCTTGC 7.32991478584e-05 0.000132915977165 +TTATCA 7.01800351836e-05 0.000372164736062 +CTGGAT 0.000884268443313 0.000181249059771 +TTATCC 0.000110728499956 0.00022354050705 +CCAATG 0.0002292547816 0.000206623928138 +AAACCG 0.000268243690035 0.000270665262591 +AAACCA 0.000291637035096 0.000632559218599 +CCAATC 0.000109168943619 0.000215686381127 +AAACCC 0.00027136280271 0.000317185854598 +CCAATA 9.66924929196e-05 0.000309331728675 +TGTCGG 4.83462464598e-05 8.21662404293e-05 +GAGATC 0.00111508278125 0.000161311663196 +AACGAG 0.0011213210066 0.000248915375418 +GAGATA 0.000294756147771 0.000220519689387 +AACGAA 0.00058483362653 0.000600538551373 +GAGATG 0.000756384823645 0.000161311663196 +AACGAC 0.000662811443401 0.000245290394223 +AAACCT 8.88947112325e-05 0.000280936042644 +CCAATT 0.000173110753453 0.000413247856277 +ATTTGC 0.000249529013986 0.000445268523503 +GTCGAT 0.000339983281556 0.000158895009065 +ATTTGG 0.00017467030979 0.000381227189051 +AACGAT 0.000873351548951 0.000326248307587 +TGTCGT 4.5227133785e-05 0.000144999247816 +CCCTAC 0.000385210415341 6.58538250499e-05 +GAGATT 0.000634739429327 0.000222332179985 +CCCTAA 9.35733802448e-06 0.000154665864337 +TACAAC 0.000658132774388 0.0002893943321 +CATTAT 9.35733802448e-05 0.000405393730353 +CTACAC 5.92631408217e-05 0.000152249210207 +TGGATT 0.000155955633741 0.000290602659165 +ATCACA 0.000279160584397 0.000277311061449 +ATCACC 0.000673728337762 0.000251332029548 +CATGCT 0.000169991640778 0.000161311663196 +TGACAC 0.0 0.000145603411349 +ATCACG 0.000311911267483 0.000125061851242 +TGGATA 0.000110728499956 0.000249519538951 +CATTAG 1.24764506993e-05 0.000181853223303 +CATTAA 7.79778168707e-06 0.000412643692744 +CATTAC 0.000118526281643 0.000198165638682 +CATGCA 9.8252049257e-05 0.000203603110476 +TGACAT 0.0 0.000186082368031 +CATGCC 0.000393008197028 0.000123853524177 +ATCACT 0.000182468091477 0.000213873890529 +CATGCG 0.00018090853514 9.96869828738e-05 +GTAGAA 0.000124764506993 0.000227165488246 +GTAGAC 0.000124764506993 9.42495110807e-05 +GTAGAG 0.000218337887238 0.000165540807924 +ACAACA 0.000393008197028 0.000811391624239 +ACAACC 0.000274481915385 0.000262206973135 +GATTGC 0.00026512457736 0.000222332179985 +ACAACG 0.000266684133698 0.000230790469441 +ACTAAG 0.000159074746416 0.000187290695096 +GTAGAT 0.000124764506993 0.000175207424445 +TGCTAC 0.000247969457649 0.000143790920751 +GGGTAC 5.61440281469e-05 5.37705543986e-05 +TGATGC 0.0 0.000175811587977 +GATTGT 0.000124764506993 0.000238644595364 +TTCAGT 0.000221456999913 0.000302081766284 +ACAACT 0.000184027647815 0.000410227038614 +GGGTAA 0.0 0.000121436870046 +TTGCCT 0.000110728499956 0.000220519689387 +TAATAG 0.0 0.00032926912525 +AGTCCG 0.000330625943532 0.000102103637004 +TAATAC 0.0 0.000313560873403 +GTCCGA 4.83462464598e-05 0.000198165638682 +TAATAA 0.0 0.00114428573068 +GTCCGC 0.000123204950656 9.72703287435e-05 +TGTTTA 3.27506830857e-05 0.000561872085289 +TCAACA 0.000145038739379 0.000381831352583 +CACATC 0.000533368267395 0.000229582142376 +GTCCGT 7.95373732081e-05 0.000100291146406 +TAATAT 0.0 0.000737079509733 +ATTCGC 0.000378972189991 0.000228373815311 +TTCTCC 0.000464747788549 0.000209040582269 +ATTCGA 0.00017467030979 0.000387268824376 +TAACGA 0.0 0.00022354050705 +ATTCGG 0.000148157852054 0.00017641575151 +TTCTCG 0.000363376626617 0.00024226957656 +GAGCTA 0.000371174408304 0.000146811738414 +TCGTAC 0.000218337887238 9.78744922761e-05 +TACCTT 9.20138239074e-05 0.000209040582269 +TCGTAA 3.11911267483e-06 0.000207832255204 +TCGTAG 7.79778168707e-06 0.000126270178307 +GAACCT 0.000131002732343 0.000125666014774 +ATCCAA 0.000279160584397 0.000378206371388 +ATCCAC 0.000338423725219 0.000209644745801 +TGAACC 0.0 0.00017641575151 +TTCTCT 0.000102930718269 0.000320206672261 +ATCCAG 0.000640977654677 0.000193936493954 +GAACCC 0.000344661950568 0.000143186757219 +TTATAT 7.01800351836e-05 0.000998682319335 +GAACCA 0.000263565021023 0.000233811287104 +GAACCG 0.000339983281556 0.000142582593686 +TACCTC 0.000143479183042 9.06245298853e-05 +TCGTAT 0.000137240957692 0.000183665713901 +ACCATC 0.000661251887063 0.000189707349226 +ACCATA 0.00027760102806 0.000297248458024 +ACCATG 0.000509974922334 0.000129895159502 +ATGTTG 0.000291637035096 0.000315373364001 +AGCTCT 0.000193384985839 0.000190311512759 +TGTCCT 0.000102930718269 0.000141978430154 +AGTGGT 0.000327506830857 0.000293019313296 +TGATGT 0.0 0.000207228091671 +ATGTTT 0.000263565021023 0.000542538852246 +ACCATT 0.00058483362653 0.000291206822698 +AGCTCG 0.000310351711145 0.000133520140698 +AGTGGC 0.000580154957518 0.000218103035257 +AGCTCC 0.000653454105376 0.000169165789119 +AGCTCA 0.000199623211189 0.000247707048353 +TCCATG 0.000463188232212 0.000163728317326 +CAGTAA 1.8714676049e-05 0.000216894708192 +CAGTAC 0.00057859540118 0.000118416052383 +CAGTAG 2.33933450612e-05 0.000133520140698 +TTAATA 7.01800351836e-05 0.000811995787772 +CAGTAT 0.000325947274519 0.000167957462054 +AAAGTA 0.000116966725306 0.000525622273334 +AAAGTC 0.000166872528103 0.000301477602752 +AAAGTG 0.000466307344887 0.000589059444254 +GATCTA 0.000286958366084 0.000162519990261 +GATCTC 0.000469426457561 0.000139561776023 +TGTCCA 0.000101371161932 0.000198769802215 +GATCTG 0.00129443176005 0.000184269877433 +TCCCTT 0.000134121845018 0.000151645046675 +CCGGCC 0.000438235330813 9.54578381458e-05 +ATTAGG 7.79778168707e-05 0.000148624229012 +AAAGTT 0.000198063654851 0.000606580186699 +ACTCTC 9.66924929196e-05 0.000156478354935 +ATTAGC 0.000204301880201 0.000252540356614 +TCCCTC 0.000145038739379 0.000123249360644 +TGTCCG 0.000162193859091 0.000160103336131 +TCCCTA 0.00012632406333 0.000143790920751 +TTAATG 0.000106049830944 0.000427143617526 +TCCCTG 0.000589512295542 0.000120832706514 +GATCTT 0.000333745056206 0.00019997812928 +CACAAT 0.0004460331125 0.000335310760575 +AAGTGC 0.000567678506818 0.000358268974813 +TGTTCT 3.89889084353e-05 0.000300269275686 +AAGTGG 0.000408603760402 0.000315977527533 +TGATTG 0.0 0.000283352696775 +TGCGCA 5.45844718095e-05 0.000163728317326 +TCTGAT 0.000179348978803 0.000210853072866 +TGTATT 6.70609225088e-05 0.000532268072193 +CGAGGT 9.35733802448e-05 8.51870580921e-05 +TGTTCA 4.05484647727e-05 0.000351623175955 +CACAAG 0.000764182605332 0.000273686080253 +TGTTCC 0.000102930718269 0.000169769952652 +AAGTGT 0.000190265873164 0.000415060346874 +CACAAC 0.000524010929371 0.000364310610139 +TGTTCG 8.26564858829e-05 0.000224144670583 +TCTGAA 0.000184027647815 0.000279727715579 +TCTGAC 0.000124764506993 0.000158290845533 +TCTGAG 0.000212099661888 0.000120832706514 +CGCGCC 0.000325947274519 9.96869828738e-05 +CGCGCA 6.55013661714e-05 0.000104520291134 +GGTAAA 0.000140360070367 0.000264623627265 +CGCGCG 5.14653591346e-05 8.15620768967e-05 +CTCCCT 1.8714676049e-05 0.000103916127602 +AGCGGG 0.000116966725306 0.00010814527233 +AGCGGA 0.00035557884493 0.000219311362322 +ACCTCT 0.000118526281643 0.000175207424445 +GGTAAG 0.000124764506993 0.000119624379449 +CGCGCT 0.000106049830944 9.78744922761e-05 +ACCTCC 0.000435116218138 0.00011297858059 +ACCTCA 0.000213659218226 0.000137145121893 +ACCTCG 0.000427318436451 0.000102707800537 +CTCCCC 5.45844718095e-05 0.000118416052383 +GCCTCT 0.000226135668925 0.000137145121893 +TAAGCC 0.0 0.000193332330422 +CGGGAG 0.000586393182867 0.000114186907655 +CCCATG 0.000558321168794 0.000117811888851 +CGGGAA 0.000322828161845 0.000143790920751 +CCCATA 0.000215218774563 0.000232602960039 +CGGGAC 0.000283839253409 7.85412592339e-05 +CCCATC 0.000605107858916 0.00019756147515 +TTGTTG 0.000152836521066 0.000602955205503 +CCTGCT 0.000246409901311 0.000126874341839 +CCGAAT 0.000308792154808 0.000220519689387 +CCCATT 0.000547404274432 0.000241665413027 +CGGGAT 0.000369614851967 0.000108749435862 +GCCTCG 0.000439794887151 0.000154061700805 +GCCTCA 0.000210540105551 0.000139561776023 +TAAGCT 0.0 0.000293623476828 +GCCTCC 0.000775099499694 0.000120832706514 +CCGAAC 0.000233933450612 0.000188499022161 +CCTGCG 0.000154396077404 0.000121436870046 +CCGAAA 0.000244850344974 0.000468830901273 +CCGAAG 0.000318149492832 0.000169165789119 +CCTGCC 0.000221456999913 0.00015527002787 +CCTGCA 0.000145038739379 0.000156478354935 +GTACTG 0.000159074746416 0.00011297858059 +CAAGGT 0.000137240957692 0.000138957612491 +CCATTC 0.000230814337937 0.000212665563464 +CCATTA 7.48587041958e-05 0.000222332179985 +CCATTG 0.000283839253409 0.000240457085962 +TATAAC 0.000123204950656 0.000306310911012 +GATTTG 0.000580154957518 0.000344977377097 +GTACTC 9.045426757e-05 0.000126270178307 +GTCGAA 0.000199623211189 0.000216894708192 +CCATTT 0.000176229866128 0.000465205920078 +TCAGCG 0.000205861436539 0.000160103336131 +TCTACC 8.73351548951e-05 0.000123853524177 +TCTACG 8.10969295455e-05 0.000139561776023 +ACTTTC 0.000157515190079 0.000303290093349 +CGCAAC 0.000662811443401 0.000196353148085 +TGCTTA 4.5227133785e-05 0.000269456935525 +CGCAAA 0.000435116218138 0.000293019313296 +ATACCG 0.000198063654851 0.000118416052383 +CGCAAG 0.001146273908 0.000170978279717 +ATACCA 0.000232373894275 0.00033410243351 +ATACCC 0.000360257513942 0.000186686531564 +TCTACT 8.57755985577e-05 0.000208436418736 +CCGAGT 0.000124764506993 0.000140165939556 +ATACCT 8.26564858829e-05 0.000167353298521 +GATAGG 0.000106049830944 9.2437020483e-05 +CGCAAT 0.000449152225175 0.000208436418736 +TAGTAA 0.0 0.000249519538951 +TGGGTG 0.000272922359047 0.000172186606782 +TAGTAC 0.0 0.000174603260912 +CTCAAG 0.000968484485534 0.000189103185694 +GTTTTG 0.000276041471722 0.000493601606108 +CTCAAA 0.000266684133698 0.000346185704162 +TAGTAG 0.0 0.000164936644391 +CTCAAC 0.000605107858916 0.000191519839824 +GTGTGC 0.000327506830857 0.000261602809602 +GTGTGA 1.24764506993e-05 0.000235623777702 +GTGTGG 0.0002167783309 0.000187290695096 +TAACGG 0.0 0.000140770103088 +TTGCGT 0.000182468091477 0.000186082368031 +CTCAAT 0.000444473556163 0.000222332179985 +TAGTAT 0.0 0.00024710288482 +GTTCTC 0.000201182767526 0.000224748834115 +GTGTGT 9.20138239074e-05 0.000566101230017 +ATCTTT 0.000338423725219 0.000354039830085 +GTTGGG 4.67866901224e-05 0.00013654095836 +GTTGGA 0.000219897443575 0.000194540657487 +GTTGGC 0.000382091302666 0.000282144369709 +CCTTGG 7.48587041958e-05 0.000129895159502 +CCTTGA 0.0 0.000153457537272 +GGGAAA 8.26564858829e-05 0.000340748232369 +AGGATT 0.00013256228868 0.000214478054062 +GGACGT 0.000184027647815 0.000106936945265 +GTTGGT 0.000184027647815 0.000226561324713 +ATCTTG 0.000188706316827 0.000217498871725 +GAGAGT 0.000339983281556 0.000132915977165 +ATCTTA 5.3024915472e-05 0.000306915074545 +ATCTTC 0.000648775436364 0.000243477903625 +AGGATC 0.000151276964729 0.000183665713901 +AGGATA 7.1739591521e-05 0.000203603110476 +AGGATG 0.000115407168969 0.000153457537272 +GACATG 0.00077198038702 0.000103311964069 +GACATC 0.000818767077142 0.000163124153793 +GACATA 0.000344661950568 0.000201790619878 +TCGGCG 0.000480343351923 0.000114186907655 +GAATAT 0.000249529013986 0.000500851568499 +GGTGCA 0.000177789422465 0.000159499172598 +TCGGCC 0.000544285161757 0.000161915826728 +ATCAGA 7.64182605332e-05 0.000299060948621 +TTGCGA 0.000140360070367 0.000216894708192 +GACATT 0.000595750520892 0.000257977828407 +TTGCGG 0.000102930718269 0.000145603411349 +GAATAG 2.33933450612e-05 0.000174603260912 +TCGGCT 0.000293196591434 0.000158895009065 +CATAGA 5.14653591346e-05 0.000207832255204 +GAATAC 0.000346221506906 0.000297852621556 +GAATAA 1.55955633741e-05 0.000448289341166 +TGCCTG 0.000472545570236 0.00015285337374 +CACCGC 0.000179348978803 0.000216290544659 +TGCAGA 4.67866901224e-05 0.000262206973135 +TTAATT 0.000124764506993 0.00108386937743 +GGACGA 0.000190265873164 0.000170978279717 +TGAGGT 0.0 0.000111166089993 +TTTCTA 0.00012632406333 0.000434997743449 +TTATAA 6.23822534965e-06 0.000705058842507 +GAAATG 0.000678407006775 0.000462789265947 +AATGAT 0.000450711781512 0.000420497818668 +GAAATA 0.000311911267483 0.000654913269304 +GAAATC 0.000559880725131 0.000466414247143 +GAAATT 0.000374293520979 0.000761246051036 +AATGAA 0.000477224239248 0.000694183898921 +AATGAC 0.000385210415341 0.000208436418736 +AATGAG 0.000630060760315 0.000257373664874 +TCAGCA 0.000190265873164 0.000268852771993 +TACTAG 1.24764506993e-05 0.000103311964069 +CTTGGA 0.000163753415428 0.000192124003357 +CTTGGC 0.000251088570324 0.00019756147515 +GTATTG 8.88947112325e-05 0.000218103035257 +GTCCTT 0.000116966725306 0.000144999247816 +CTTGGG 4.05484647727e-05 0.000205415601073 +AGCCCT 3.74293520979e-05 0.000114791071188 +GGGAAT 0.000121645394318 0.000181853223303 +TTGAAT 0.000262005464685 0.000528038927465 +GTCCTA 7.79778168707e-05 8.21662404293e-05 +GTCCTC 0.000208980549213 0.000141374266621 +TGCACG 0.00018090853514 0.000122041033579 +CTTGGT 0.000134121845018 0.000186082368031 +GTCCTG 0.000544285161757 0.000159499172598 +TGCACC 0.000366495739292 0.000186686531564 +TTGAAA 0.0002167783309 0.00077635013935 +AGCCCG 9.35733802448e-05 9.96869828738e-05 +AGCCCA 0.000106049830944 0.000217498871725 +AGCCCC 0.000141919626705 0.000137145121893 +TTAACT 7.95373732081e-05 0.000447685177633 +ATAAAT 0.000190265873164 0.00122222282639 +TGGTCG 0.000152836521066 0.000115395234721 +TGGTCA 8.88947112325e-05 0.000206019764606 +TGGTCC 0.000140360070367 0.000124457687709 +ACGATT 0.000182468091477 0.000273081916721 +GAGACT 0.000288517922421 0.000127478505372 +GATTCA 0.000232373894275 0.00023985292243 +GAGGAG 0.0033889159212 0.000342560722966 +ATAAAG 0.00027760102806 0.000467622574208 +ATAAAA 0.000148157852054 0.00147838816419 +TCAGCC 0.000215218774563 0.000164332480859 +ATAAAC 0.000224576112587 0.000583621972461 +GAGACG 0.000612905640603 0.000111770253525 +ACGATG 0.000241731232299 0.000190915676292 +CTACAG 0.000232373894275 0.000113582744123 +GAGACC 0.00072363414056 0.000154061700805 +ACGATC 0.000169991640778 0.000143790920751 +GAGACA 0.000266684133698 0.000190915676292 +ACGATA 0.000118526281643 0.000196957311617 +GGTTAC 0.000202742323864 9.96869828738e-05 +ATGTGT 8.10969295455e-05 0.000425935290461 +GGTTAA 3.11911267483e-06 0.000225957161181 +ACCACT 0.000425758880114 0.00019514482102 +GCACTT 0.000129443176005 0.000288790168568 +CTTCCT 6.70609225088e-05 0.000162519990261 +TAAACT 0.0 0.000405997893886 +CTCAGT 0.000202742323864 0.000195748984552 +TCCGCT 0.000260445908348 0.000132311813632 +ACCACG 0.000524010929371 0.000184874040966 +ATGTGG 0.000251088570324 0.000178228242108 +ACCACC 0.00104022407705 0.000286373514437 +GAGGAA 0.00104802185874 0.000259186155472 +ACCACA 0.000491260246285 0.000294831803893 +GGTTAT 0.000165312971766 0.000180040732705 +TCCGCC 0.000598869633567 0.000157686682 +GACGTG 0.000495938915297 0.000144395084284 +TCCGCG 0.000146598295717 8.51870580921e-05 +AACGTC 0.000221456999913 0.000137749285426 +AACGTA 0.000146598295717 0.000279123552047 +AACGTG 0.000483462464598 0.000154665864337 +CGTGAC 0.000171551197115 6.40413344522e-05 +AGTGTG 0.000394567753366 0.000256165337809 +TCTTCG 0.000213659218226 0.000166749134989 +AGTGTA 0.000104490274607 0.000266436117863 +TCTTCA 0.000113847612631 0.000276102734384 +AGTGTC 0.000210540105551 0.000138957612491 +TCTTCC 0.000166872528103 0.000166144971456 +CGTGAT 0.000198063654851 0.000154061700805 +TAAGTC 0.0 0.000174603260912 +AACGTT 0.000201182767526 0.00028697767797 +CCGTGA 1.55955633741e-06 0.000100895309939 +TCTTCT 9.8252049257e-05 0.000295435967426 +AGTGTT 0.000154396077404 0.00035041484889 +GTGCGC 0.000651894549039 0.000141374266621 +TTGGCA 0.000232373894275 0.000380623025518 +AAAGGT 0.000135681401355 0.000241061249495 +TTGGCC 0.000913900013724 0.000309935892208 +GAGTAG 2.02742323864e-05 0.000146207574882 +TTAACG 5.14653591346e-05 0.000222936343518 +TTGGCG 0.000276041471722 0.000167353298521 +GACTTC 0.000731431922247 0.000154665864337 +TCGAGT 0.000165312971766 0.000251332029548 +GACTTA 0.000112288056294 0.000188499022161 +GACTTG 0.00041016331674 0.000189103185694 +AAAGGG 3.43102394231e-05 0.00022354050705 +AAAGGA 0.000238612119624 0.000435601906982 +TTGGCT 0.000329066387194 0.000287581841503 +AAAGGC 0.000169991640778 0.000317790018131 +GAGTAC 0.000821886189817 0.000148624229012 +GTATGG 5.61440281469e-05 0.000128686832437 +GACTTT 0.000636298985665 0.000312352546338 +TAAACC 0.0 0.000259790319004 +CAAGAA 0.000269803246372 0.000477893354262 +GACGTT 0.000198063654851 0.000100291146406 +CAAGAC 0.000173110753453 0.000181249059771 +GATTCG 0.000408603760402 0.000193936493954 +CAAGAG 0.00036181707028 0.000250727866016 +TTCTTG 0.000237052563287 0.00030570674748 +TTCTTC 0.000718955471547 0.000323227489924 +TTCTTA 6.08226971591e-05 0.000392102132637 +CAAGAT 0.000213659218226 0.00023985292243 +AGGGCT 8.88947112325e-05 8.51870580921e-05 +TACGGG 9.66924929196e-05 7.37079509733e-05 +TACGGA 0.000305673042133 0.000127478505372 +TACGGC 0.00053648738007 0.000102707800537 +CTCAGA 7.64182605332e-05 0.000151645046675 +TAGAGT 0.0 0.000175811587977 +TACGGT 0.000179348978803 0.00011056192646 +AGGGCG 0.000102930718269 7.5520441571e-05 +AGGGCA 9.51329365822e-05 0.000163124153793 +AGGGCC 0.000165312971766 8.21662404293e-05 +TCGAGA 9.35733802448e-05 0.000204207274008 +CTGTGC 0.000478783795586 0.000175207424445 +TAGAGA 0.0 0.000225352997648 +GGCGAG 0.00111664233759 0.000117207725318 +CCGTGT 6.86204788462e-05 0.000127478505372 +GTGCTG 0.00104958141508 0.000219311362322 +GTGCTA 0.000208980549213 0.000160707499663 +ATCTGT 0.000140360070367 0.000230790469441 +CGAATT 0.000113847612631 0.000360081465411 +GCTCGT 0.000151276964729 0.000143790920751 +ATCTGA 6.23822534965e-06 0.000242873740092 +CGAATC 0.000127883619668 0.0002893943321 +ATCTGC 0.000393008197028 0.000227165488246 +CGAATA 6.55013661714e-05 0.000291810986231 +CGAATG 0.000204301880201 0.000211457236399 +ATCTGG 0.000238612119624 0.000193936493954 +ATCATA 0.00027136280271 0.000336519087641 +GATAGC 0.00035557884493 0.000169769952652 +AAGCAG 0.00135681401355 0.000427747781058 +GATAGA 9.51329365822e-05 0.00017641575151 +AAGCAA 0.000531808711058 0.000662163231695 +CAAACT 0.000212099661888 0.000385456333779 +AAGCAC 0.000648775436364 0.000257373664874 +TTTACC 0.000190265873164 0.000267644444928 +CATTTC 0.000163753415428 0.000402372912691 +CTAGGT 4.67866901224e-05 8.51870580921e-05 +CATTTA 9.20138239074e-05 0.000568517884147 +CATTTG 0.000330625943532 0.000443456032905 +GTTATA 0.000135681401355 0.00026824860846 +CAAACA 0.000213659218226 0.000675454829411 +AAGCAT 0.00036181707028 0.000364914773671 +CAAACC 0.000269803246372 0.000313560873403 +CTCGGG 3.89889084353e-05 8.57912216247e-05 +ATCATT 0.000436675774476 0.000392102132637 +CAAACG 0.000305673042133 0.000323227489924 +CTAGGG 1.8714676049e-05 7.06871333105e-05 +GTTATT 0.000179348978803 0.000406602057418 +TGGAGC 0.000185587204152 0.000206019764606 +CTAGGC 0.000109168943619 6.76663156477e-05 +CATTTT 0.000115407168969 0.000873620468094 +CTAGGA 7.48587041958e-05 0.000115395234721 +AAGTTT 0.000431997105463 0.000589663607787 +TACAGT 0.000205861436539 0.00019514482102 +CTCGAA 0.000191825429502 0.000228373815311 +CTAACG 0.000160634302754 0.000111770253525 +CTAAGG 0.000110728499956 0.00013654095836 +CTAAGA 7.32991478584e-05 0.000169769952652 +CTAAGC 0.000204301880201 0.00019514482102 +TACAGG 0.000145038739379 9.18328569504e-05 +AAGTTG 0.000552082943444 0.00032926912525 +AAGTTA 0.000127883619668 0.000427747781058 +TACAGC 0.000399246422378 0.000145603411349 +AAGTTC 0.000951329365822 0.00026099864607 +TACAGA 9.98116055944e-05 0.000237436268299 +CTAAGT 0.000127883619668 0.000214478054062 +GTATGA 6.23822534965e-06 0.000146811738414 +GGGGCA 9.8252049257e-05 0.000146207574882 +GGGGCG 0.000101371161932 8.15620768967e-05 +TTCAAC 0.000606667415254 0.000364914773671 +TATATC 0.000145038739379 0.000327456634652 +TATATA 0.00012632406333 0.00169044956413 +TGTATA 4.05484647727e-05 0.000583621972461 +TATATG 0.000244850344974 0.000682704791802 +TCCGGT 0.000272922359047 8.57912216247e-05 +GGTCCA 0.000193384985839 0.0001317076501 +TATATT 0.000149717408392 0.000945515928469 +GGACTA 0.000118526281643 0.000106936945265 +TCTTAC 6.55013661714e-05 0.000146811738414 +TGATGG 0.0 0.000152249210207 +CTCGGT 0.000104490274607 0.000100895309939 +ATGAGT 0.000182468091477 0.000214478054062 +GCCCAC 0.000469426457561 0.000212061399931 +TGATGA 0.0 0.000367331427802 +TGCCAT 0.000149717408392 0.000247707048353 +ACTCTT 0.000120085837981 0.000233811287104 +TGTTTC 0.000109168943619 0.000300873439219 +CACATA 0.000190265873164 0.000325039980522 +TCATAA 4.67866901224e-06 0.000316581691066 +CACATG 0.00048814113361 0.000172790770315 +TGTTTG 0.000118526281643 0.000455539303557 +ATGAGA 9.98116055944e-05 0.000245894557755 +ATGAGC 0.000463188232212 0.000169165789119 +ATGAGG 0.000151276964729 0.000148624229012 +GTGGCT 0.000516213147684 0.000158290845533 +ACTCTG 0.000339983281556 0.000165540807924 +TGCCAG 0.000458509563199 0.000262811136667 +ACTCTA 0.000102930718269 0.000185478204498 +ATTGTT 0.000260445908348 0.000660350741097 +CACATT 0.000318149492832 0.000349810685357 +TGCCAC 0.000241731232299 0.000254957010744 +AAATTC 0.000330625943532 0.000653100778706 +AAATTA 0.00013256228868 0.00127538921725 +AAATTG 0.000346221506906 0.000732850365005 +TCCACT 0.000257326795673 0.000193332330422 +TTCAAT 0.000556761612456 0.00063739252686 +CTTCGA 8.42160422203e-05 0.000247707048353 +CGTACC 0.000110728499956 8.94162028201e-05 +TTAATC 8.88947112325e-05 0.000312352546338 +AAATTT 0.000188706316827 0.00133459724344 +TTCGAA 0.000315030380157 0.000491789115511 +CTTAGT 8.42160422203e-05 0.000180644896238 +GGGAAC 9.98116055944e-05 0.000203603110476 +GGTGCG 0.000185587204152 0.000109957762927 +GCGTAT 9.51329365822e-05 0.000144395084284 +GGGAAG 9.045426757e-05 0.000130499323035 +GGTGCC 0.000547404274432 0.000127478505372 +TCGTCC 0.000305673042133 0.000231394632974 +GCCCAT 0.000300994373121 0.000175207424445 +AGAGCG 4.83462464598e-05 0.000244082067158 +GCGACT 8.26564858829e-05 0.000138353448958 +AGAGCC 0.000146598295717 0.000146207574882 +AGAGCA 7.95373732081e-05 0.000313560873403 +GCGTAG 3.11911267483e-06 9.84786558086e-05 +GGTGCT 0.000315030380157 0.000148624229012 +TCCCCA 9.98116055944e-05 0.000190311512759 +GCGTAC 0.000151276964729 7.61246051036e-05 +TAATTT 0.0 0.00110139011987 +GCGTAA 1.24764506993e-05 0.000173394933847 +GCGACG 0.000193384985839 0.000111770253525 +AGAGCT 7.64182605332e-05 0.000183061550368 +GCGACA 0.000141919626705 0.000160103336131 +TATCGG 0.000106049830944 0.000126874341839 +GCGACC 0.000176229866128 9.72703287435e-05 +TCCGGC 0.000524010929371 0.000153457537272 +GCAGGA 0.000329066387194 0.000225352997648 +GCAGGC 0.000191825429502 0.000164936644391 +GCAGGG 6.55013661714e-05 9.48536746132e-05 +CAATTT 0.000159074746416 0.000708683823703 +GCACTA 9.045426757e-05 0.0001317076501 +CCGTGC 0.000102930718269 0.000111770253525 +GCTCGG 9.35733802448e-05 0.000101499473471 +TATTCT 7.32991478584e-05 0.000386060497311 +CCGTGG 0.000106049830944 0.000116603561786 +CTTTAG 9.35733802448e-06 0.000194540657487 +GCAGGT 0.000152836521066 0.00011297858059 +CTTCGT 7.48587041958e-05 0.000154061700805 +TATTCC 0.00017467030979 0.000235019614169 +CAATTG 0.000430437549126 0.000456143467089 +TATTCA 4.83462464598e-05 0.000369143918399 +CAATTA 8.57755985577e-05 0.000532872235725 +TATTCG 0.000123204950656 0.000251936193081 +CAATTC 0.000251088570324 0.000404789566821 +TGTAGA 1.71551197115e-05 0.000212061399931 +GGCTCA 0.000177789422465 0.000111770253525 +AGCATT 0.000419520654764 0.000381831352583 +GGCTCC 0.000524010929371 0.000114791071188 +AATCCT 0.000254207682998 0.000214478054062 +TGTAGG 1.71551197115e-05 0.000112374417058 +GGCTCG 0.000247969457649 0.000101499473471 +TTCGGA 0.000322828161845 0.000209040582269 +TTCGGC 0.000425758880114 0.000174603260912 +CTTTAC 0.000137240957692 0.000195748984552 +TTCAAG 0.00101994984467 0.000297852621556 +TTCGGG 0.000127883619668 0.000141374266621 +AGCATG 0.000431997105463 0.000166144971456 +GGCTCT 0.000177789422465 0.000141978430154 +AGCATC 0.000481902908261 0.000200582292813 +TTTACT 7.01800351836e-05 0.000404185403288 +AGCATA 0.000204301880201 0.000323227489924 +TTACAT 3.58697957605e-05 0.000406602057418 +AGACCT 6.08226971591e-05 0.000103916127602 +TTCGGT 0.000213659218226 0.000225352997648 +GTTTAT 0.000112288056294 0.000454330976491 +GGGGAG 0.000249529013986 9.84786558086e-05 +GCACTC 0.000135681401355 0.000190915676292 +GCCTTT 0.0004460331125 0.00021870719879 +TGCTTG 0.000162193859091 0.000196957311617 +GTTTAA 1.71551197115e-05 0.000512330675618 +GAGGTG 0.0012881935347 0.0001317076501 +AACTTG 0.000366495739292 0.000354039830085 +GTTTAG 9.35733802448e-06 0.000254957010744 +GAGGTA 0.000218337887238 0.000108749435862 +CTGGCT 0.00050061758431 0.000181249059771 +AGGCGG 7.64182605332e-05 0.000142582593686 +AGGCGA 8.10969295455e-05 0.000178228242108 +AGGCGC 0.000152836521066 0.000121436870046 +AGGAGT 0.000106049830944 0.000196353148085 +ACAGCC 0.000354019288593 0.000224144670583 +ACAGCA 0.000311911267483 0.000418081164537 +TCCAGC 0.0006752878941 0.000236832104767 +ACAGCG 0.000202742323864 0.000175207424445 +AGGAGC 0.000198063654851 0.000252540356614 +AGGCGT 9.045426757e-05 0.000117811888851 +AGGAGA 3.89889084353e-05 0.000252540356614 +CTGGCG 0.000611346084266 0.000135936794828 +AGGAGG 6.55013661714e-05 0.000245290394223 +CTGGCA 0.000374293520979 0.000252540356614 +CTGGCC 0.00188550361193 0.000187894858629 +GCGCCC 0.000407044204065 8.57912216247e-05 +GCATCG 0.000302553929458 0.000193332330422 +ACAGCT 0.000221456999913 0.000221728016453 +GGAAAA 0.000324387718182 0.000641621671588 +AACGCT 0.000208980549213 0.000163124153793 +AATTTT 0.000202742323864 0.00129834743149 +AAACAG 0.000497498471635 0.000489976624913 +TGTCAC 9.35733802448e-05 0.000157686682 +AAACAC 0.00017467030979 0.000532872235725 +GCTCTA 0.000166872528103 0.000131103486567 +AAACAA 0.00027760102806 0.00139199277904 +AACGCG 0.000188706316827 0.000153457537272 +AATTTA 0.000168432084441 0.00111891086232 +AATTTC 0.000288517922421 0.000627121746806 +AACGCC 0.000612905640603 0.000172186606782 +TTTCAC 0.000159074746416 0.000302081766284 +ATTGGA 0.000399246422378 0.000288186005035 +AATTTG 0.00041016331674 0.00068693393653 +ATTTAC 0.000246409901311 0.000494205769641 +ATTTAA 2.33933450612e-05 0.00112857747884 +ATTTAG 7.79778168707e-06 0.000412643692744 +CCCTCG 0.000366495739292 9.90828193412e-05 +TAAATA 0.0 0.00115274402014 +GGAAAG 0.000480343351923 0.000230186305909 +TGACCA 0.0 0.000200582292813 +CATTCT 4.99058027972e-05 0.000191519839824 +TAAATC 0.0 0.000517163983879 +TGACCG 0.0 0.000100291146406 +GCGCCA 0.000296315704108 0.000167353298521 +CATTCG 0.000182468091477 0.000221728016453 +CATTCC 0.000166872528103 0.000214478054062 +CATTCA 8.26564858829e-05 0.000322623326391 +TCCATA 0.000193384985839 0.000254957010744 +GCCTTC 0.000790695063068 0.000151040883142 +ACAAAT 0.000227695225262 0.000785412592339 +GATTAA 2.80720140734e-05 0.000332894106445 +GTAGGC 9.66924929196e-05 0.000140165939556 +GATTAC 0.000366495739292 0.000198165638682 +GTAGGA 5.92631408217e-05 0.000102707800537 +GTAGGG 1.24764506993e-05 6.46454979848e-05 +GATTAG 2.18337887238e-05 0.000184874040966 +GCGGGT 0.000212099661888 7.37079509733e-05 +ACAAAC 0.000226135668925 0.000546163833442 +TTTCAA 0.000177789422465 0.000690558917726 +ACAAAA 0.00018090853514 0.00124518104062 +ACAAAG 0.000299434816783 0.00044466435997 +GCGGGC 0.000469426457561 0.000105728618199 +GTCGGT 0.000168432084441 0.000113582744123 +GCGGGA 0.000276041471722 0.000123249360644 +CCCTCA 0.000123204950656 0.00011056192646 +GATTAT 0.000254207682998 0.000285769350905 +GTAGGT 5.92631408217e-05 0.000114791071188 +AACCTG 0.000704919464511 0.000153457537272 +TAATGA 0.0 0.000383643843181 +GATGTT 0.000407044204065 0.000207228091671 +TAATGC 0.0 0.000248311211886 +GGGATG 9.35733802448e-05 0.000122645197111 +GCCCTT 0.000240171675962 0.000119020215916 +GCGCCG 0.000302553929458 0.000116603561786 +GGCGTA 0.000169991640778 9.66661652109e-05 +GCCCTC 0.000408603760402 9.12286934178e-05 +GATGTG 0.00122425172487 0.00022112385292 +GCCCTA 0.000194944542177 0.000120832706514 +GATGTA 0.000258886352011 0.000196353148085 +GCCCTG 0.000954448478497 0.00010814527233 +GATGTC 0.000555202056119 0.00013412430423 +AACCTC 0.000196504098514 0.000111770253525 +TGAAAT 0.0 0.000708683823703 +GCTCTT 0.000166872528103 0.000203603110476 +TTCTAA 1.09168943619e-05 0.00037397722666 +ATCCGT 0.00017467030979 0.000159499172598 +TTCTAC 0.000569238063156 0.000228373815311 +GGCTTA 9.20138239074e-05 0.000170374116184 +TTGGAT 0.000630060760315 0.000262811136667 +TGAAAC 0.0 0.000360685628943 +TGAAAG 1.55955633741e-06 0.000354039830085 +CCCTCC 0.000258886352011 0.000100895309939 +ATCCGC 0.000304113485796 0.000142582593686 +ATCCGA 0.000141919626705 0.000227165488246 +ATCCGG 0.000199623211189 0.000151645046675 +TGGCTC 0.000120085837981 0.000138957612491 +TGGCTA 0.000121645394318 0.000192124003357 +TGGCTG 0.000524010929371 0.000228977978843 +GGGTGA 1.55955633741e-06 8.03537498316e-05 +AGTTGT 9.66924929196e-05 0.000288790168568 +AGCTAT 0.00027760102806 0.000213269726997 +ATTAGT 0.000131002732343 0.000315977527533 +GTCGGC 0.000279160584397 0.000130499323035 +TGGCTT 8.10969295455e-05 0.000256769501342 +AGTTGG 8.42160422203e-05 0.000254352847211 +AGCTAA 6.23822534965e-06 0.000299060948621 +AGCTAC 0.000439794887151 0.000165540807924 +AGTTGC 0.000134121845018 0.000257373664874 +AGTTGA 1.55955633741e-06 0.000328060798185 +AGCTAG 7.79778168707e-06 0.000198769802215 +TCCTAG 1.09168943619e-05 9.42495110807e-05 +TCCAGT 0.000469426457561 0.00020239478341 +CTAATT 0.000152836521066 0.000400560422093 +CAGTGT 0.000104490274607 0.00017641575151 +TAACAA 0.0 0.000572142865342 +TCAGGT 6.39418098339e-05 0.000131103486567 +TCAAGG 7.48587041958e-05 0.000164332480859 +GTCGGG 3.74293520979e-05 0.000153457537272 +TCAAGC 0.000116966725306 0.000256165337809 +CTGCAC 0.000751706154633 0.00019997812928 +CTAATA 0.000102930718269 0.000311144219273 +CAGTGC 0.000450711781512 0.000285769350905 +CTAATC 0.000184027647815 0.000173394933847 +CAGTGA 2.33933450612e-05 0.000221728016453 +CAGTGG 0.000300994373121 0.000277311061449 +CTAATG 0.000304113485796 0.000201790619878 +TCAAGT 0.000118526281643 0.000292415149763 +CTGCAA 0.000630060760315 0.00035041484889 +GAGCCC 0.000569238063156 0.000132915977165 +TCAGGC 7.32991478584e-05 9.00203663527e-05 +CGAGCT 0.000129443176005 0.00013412430423 +TCCTAA 3.11911267483e-06 0.000186082368031 +GATCAG 0.000902983119362 0.000208436418736 +CAACCA 0.000232373894275 0.000398143767963 +GTTCAT 0.000112288056294 0.000235623777702 +TTCCCT 6.55013661714e-05 0.000184269877433 +TAACAG 0.0 0.000201186456345 +CGAGCG 0.000112288056294 0.000151040883142 +GTTAGT 0.000106049830944 0.000282748533242 +CGAGCA 0.000107609387282 0.000204811437541 +GAGCCG 0.000589512295542 0.000127478505372 +CGAGCC 0.000196504098514 0.000138353448958 +GTTCAG 0.000315030380157 0.000149832556077 +TTCCCC 0.000311911267483 0.00019756147515 +GTTCAC 0.000169991640778 0.00013654095836 +GTTCAA 0.000169991640778 0.000471247555403 +TGAGCA 0.0 0.000235019614169 +GGACCT 0.000198063654851 9.66661652109e-05 +TACATG 0.000469426457561 0.000200582292813 +AAGTAC 0.000909221344712 0.000227769651778 +AAGTAA 2.6512457736e-05 0.000500247404967 +TACATC 0.000489700689948 0.000258581991939 +AAGTAG 3.74293520979e-05 0.00021870719879 +TACATA 0.000221456999913 0.000750975270982 +GCACAC 0.000110728499956 0.000265227790798 +GGACCG 0.000247969457649 0.0001317076501 +ATTGGT 0.000240171675962 0.000277311061449 +GGACCA 0.000324387718182 0.000128082668904 +TCATCA 0.000190265873164 0.00030812340161 +GGACCC 0.000489700689948 7.61246051036e-05 +CACACG 0.000336864168881 0.000224144670583 +TACATT 0.000263565021023 0.000457955957687 +CACACC 0.000378972189991 0.000198769802215 +GCACAA 0.000185587204152 0.000275498570851 +CACACA 0.000168432084441 0.000794475045327 +TCTGCC 0.000238612119624 0.000184874040966 +TCTGCA 0.000168432084441 0.000258581991939 +TCTGCG 0.000116966725306 0.000148020065479 +TAGATT 0.0 0.000279123552047 +CCCGTC 0.00031347082382 7.91454227665e-05 +TTAAGG 4.36675774476e-05 0.000227769651778 +CCCGTA 0.000112288056294 7.24996239082e-05 +CGTCGA 0.000106049830944 0.000138353448958 +CCCGTG 0.000436675774476 8.3978731027e-05 +TTAAGC 9.66924929196e-05 0.000382435516116 +TTACGT 2.80720140734e-05 0.000175207424445 +TAGATC 0.0 0.000164332480859 +TGTCAA 8.26564858829e-05 0.000292415149763 +TAGATA 0.0 0.000280936042644 +TTTCGC 0.000208980549213 0.000325644144054 +TAGATG 0.0 0.000243477903625 +TGGTTA 3.11911267483e-05 0.000296040130958 +TCTGCT 0.000218337887238 0.000227769651778 +TTACGC 5.61440281469e-05 0.000121436870046 +TTAAGT 9.35733802448e-05 0.000492997442576 +TTACGA 3.43102394231e-05 0.000226561324713 +TTACGG 2.18337887238e-05 0.000100895309939 +CCCGTT 0.000268243690035 0.000111166089993 +AGTGAC 0.000227695225262 0.000166144971456 +AGTGAA 0.000283839253409 0.000496622423771 +AGTGAG 0.00031970904917 0.000188499022161 +GCGGTC 0.000210540105551 9.00203663527e-05 +CGGGCG 0.000159074746416 0.000161311663196 +CCCTCT 0.00013256228868 0.000122645197111 +TAAGAG 0.0 0.00019514482102 +CCTGAT 0.000112288056294 0.00013412430423 +GAAAGT 0.000300994373121 0.000367331427802 +CGGGCA 0.00012632406333 0.000129895159502 +TAAGAC 0.0 0.000167353298521 +ATTTAT 0.000131002732343 0.00110803591873 +AGTGAT 0.000316589936495 0.000207832255204 +TAAGAT 0.0 0.000271269426123 +CCTGAA 0.000171551197115 0.000180644896238 +CCTGAC 8.10969295455e-05 0.000122041033579 +CCTGAG 0.00018090853514 9.72703287435e-05 +GTTAGG 6.08226971591e-05 0.000117207725318 +ATTGGG 0.000106049830944 0.000191519839824 +TATACT 8.10969295455e-05 0.000260394482537 +GTTAGC 0.000190265873164 0.000154061700805 +CTCCAG 0.00039768686604 0.000175811587977 +GTTAGA 4.67866901224e-05 0.000173394933847 +TGTAGC 3.89889084353e-05 0.00019514482102 +GCCAAA 0.00071739591521 0.000513539002683 +TATACG 0.000159074746416 0.00017641575151 +GGTAGC 0.000218337887238 0.000104520291134 +TATACC 0.000120085837981 0.000204207274008 +TATACA 5.45844718095e-05 0.000695392225986 +ATTGGC 0.000609786527929 0.000256769501342 +TCTTGT 3.89889084353e-05 0.000279123552047 +TCCACG 0.000586393182867 0.000132311813632 +ACTAGT 9.51329365822e-05 0.000141374266621 +TTGACT 0.00012632406333 0.000216894708192 +GTAATA 7.64182605332e-05 0.000317790018131 +AACGCA 0.000199623211189 0.000313560873403 +GTAATC 0.000149717408392 0.000202998946943 +TCTAAC 8.10969295455e-05 0.000188499022161 +CGTTCT 8.57755985577e-05 0.000151040883142 +CCACCG 0.000655013661714 0.000161311663196 +GGTAGG 2.6512457736e-05 0.000137145121893 +CCACCA 0.000750146598296 0.000322019162859 +CCACCC 0.000374293520979 0.000187894858629 +GTTCGT 0.000109168943619 0.000171582443249 +TTTATG 0.000221456999913 0.000549788814637 +ACTAGG 3.89889084353e-05 9.06245298853e-05 +TTTATC 0.0002292547816 0.000387268824376 +ACTAGC 0.000140360070367 0.000146811738414 +TTTATA 0.000176229866128 0.000962432507381 +ACTAGA 3.74293520979e-05 0.000181249059771 +CCACCT 0.000268243690035 0.000181249059771 +CGTTCG 0.000188706316827 0.00015527002787 +TCGTTG 0.000235493006949 0.000206623928138 +CGTTCA 6.70609225088e-05 0.000149832556077 +CGTTCC 0.000201182767526 0.000122645197111 +TCTAAT 9.20138239074e-05 0.000324435816989 +TCGTCT 0.000104490274607 0.000141978430154 +CTTTGT 4.99058027972e-05 0.000316581691066 +AAACAT 0.000151276964729 0.000682704791802 +ACTGGA 0.000297875260446 0.000214478054062 +ACTGGC 0.000352459732255 0.000210853072866 +TAGTCC 0.0 0.000128082668904 +GTGACC 0.000636298985665 0.000114186907655 +TAGTCA 0.0 0.000148624229012 +GTGACA 0.00018714676049 0.000138353448958 +TAGTCG 0.0 0.00013654095836 +GTGACG 0.00031970904917 0.00010814527233 +TGTCAT 4.36675774476e-05 0.00017883240564 +ACTGGT 0.000230814337937 0.00015527002787 +CTTTGG 0.000106049830944 0.000214478054062 +CCTATG 7.95373732081e-05 0.000132311813632 +CTTTGC 0.000143479183042 0.000282144369709 +CTACGC 0.000113847612631 9.12286934178e-05 +GTGACT 0.000162193859091 0.000142582593686 +TAGTCT 0.0 0.000138353448958 +GTGCAC 0.000433556661801 0.000164936644391 +CGACGG 9.35733802448e-05 0.000103311964069 +ACCTAG 4.67866901224e-06 9.12286934178e-05 +CGACGA 0.000155955633741 0.000202998946943 +ACCTAA 1.09168943619e-05 0.000216290544659 +CGACGC 0.000262005464685 0.000116603561786 +ACCTAC 0.00049437935896 0.000151040883142 +CCGCAG 0.000790695063068 0.000154665864337 +CCGCAA 0.000316589936495 0.000180040732705 +CCGCAC 0.000332185499869 0.000117207725318 +CTACGG 4.05484647727e-05 7.18954603756e-05 +ACCTAT 0.000291637035096 0.000179436569173 +CGACGT 0.000140360070367 8.57912216247e-05 +CGAAGA 8.57755985577e-05 0.000250727866016 +CCCCGT 0.000102930718269 7.67287686362e-05 +CGAAGG 0.000113847612631 0.000172186606782 +GCGCTC 0.000221456999913 0.000126270178307 +GTGCAT 0.000230814337937 0.00024468623069 +GCGCTA 8.57755985577e-05 9.30411840155e-05 +CCGCAT 0.000268243690035 0.000149228392544 +GTTCGC 0.000191825429502 0.000142582593686 +GAAGAT 0.000631620316652 0.000315373364001 +GGATCT 0.000272922359047 0.000143790920751 +TCATGA 1.24764506993e-05 0.000122645197111 +TCGGAA 0.000364936182955 0.000209040582269 +TCGGAC 0.000400805978715 0.000119020215916 +GAATCT 0.0002167783309 0.000217498871725 +TCGGAG 0.000747027485621 0.000142582593686 +GGATCG 0.00045227133785 0.000151645046675 +GAAGAG 0.000784456837719 0.000271873589656 +GAAGAA 0.000469426457561 0.000450705995296 +CGAGAA 0.000135681401355 0.000277915224981 +GAAGAC 0.000411722873077 0.000208436418736 +GGATCA 0.000255767239336 0.000199373965748 +GAATCA 0.000219897443575 0.000287581841503 +GAATCC 0.000411722873077 0.000235019614169 +TCGGAT 0.00050061758431 0.000189707349226 +GAATCG 0.000438235330813 0.0002634153002 +ATGGTC 0.000324387718182 0.000139561776023 +CAGATG 0.000750146598296 0.000233811287104 +ATGGTA 0.000146598295717 0.000193936493954 +TGACCC 1.55955633741e-06 0.000123249360644 +ATGGTG 0.000559880725131 0.000158895009065 +CAGATC 0.000679966563112 0.000238040431832 +ACGCCC 0.00072363414056 0.000157686682 +CAGATA 0.000255767239336 0.000315373364001 +TGTCAG 0.00012632406333 0.000144999247816 +ACGCCT 0.000171551197115 0.00011297858059 +CAGATT 0.000417961098427 0.000286373514437 +TGATTA 0.0 0.000325039980522 +CTCGAC 0.000304113485796 0.000135332631295 +ATGGTT 0.000219897443575 0.000259790319004 +TCGCAA 0.000285398809747 0.000253748683679 +TTGCGC 0.000269803246372 0.000147415901947 +GCTATT 0.000151276964729 0.000209644745801 +TGCGTC 0.000177789422465 0.000117811888851 +GCGTGG 7.32991478584e-05 0.000157686682 +TTGTAG 1.40360070367e-05 0.000242873740092 +AATGGT 0.000385210415341 0.000266436117863 +TCCACC 0.000616024753278 0.000182457386836 +CTACGT 4.5227133785e-05 0.000100895309939 +AATGGC 0.000882708886976 0.000294227640361 +AATGGA 0.000653454105376 0.000396935440897 +AATGGG 0.000199623211189 0.000195748984552 +CCCCGA 8.26564858829e-05 0.000120832706514 +AATAGA 9.66924929196e-05 0.000354643993618 +AATAGC 0.00031970904917 0.0002893943321 +GTGAAT 0.00040392509139 0.000337727414706 +AGCCAG 0.000630060760315 0.000281540206177 +GGAGGG 5.92631408217e-05 8.63953851573e-05 +AAAAGT 0.000165312971766 0.000784204265274 +AGCCAC 0.000310351711145 0.000245290394223 +AGCCAA 0.000258886352011 0.000424726963396 +TGGTAG 4.67866901224e-06 0.000151040883142 +CGCCAT 0.000179348978803 0.000163728317326 +GAGTGT 0.000194944542177 0.000189707349226 +TGGTAC 0.000210540105551 0.000112374417058 +TGGTAA 4.67866901224e-06 0.000246498721288 +AAAAGG 0.000112288056294 0.000473664209534 +GGAGGT 0.000294756147771 0.000115999398253 +AGCCAT 0.000154396077404 0.000267644444928 +AAAAGC 0.000243290788636 0.000623496765611 +AAAAGA 0.000134121845018 0.000808974970109 +TCTATA 6.23822534965e-05 0.000287581841503 +GAGTGG 0.000352459732255 0.000205415601073 +CGCCAG 0.000818767077142 0.000174603260912 +TGGTAT 0.000121645394318 0.000198165638682 +CGCCAA 0.000254207682998 0.000200582292813 +GAGTGC 0.000606667415254 0.000192728166889 +CGCCAC 0.000283839253409 0.000166144971456 +GAGTGA 9.35733802448e-06 0.000196353148085 +GCCAGG 0.000315030380157 0.000175811587977 +GCCAGA 0.000226135668925 0.000217498871725 +GCCAGC 0.00113223790096 0.000347998194759 +GCCCGT 0.000169991640778 9.36453475481e-05 +TACCGA 0.000124764506993 0.000145603411349 +TACCGC 0.000324387718182 0.000105124454667 +TACTGA 1.09168943619e-05 0.000193936493954 +CTTCAT 0.000109168943619 0.000230790469441 +GCCCGC 0.000350900175918 8.8207875755e-05 +GCCAGT 0.000718955471547 0.000193936493954 +GCCCGA 0.000127883619668 0.000121436870046 +GCCCGG 0.000141919626705 9.72703287435e-05 +TGCGAT 0.000344661950568 0.000181249059771 +CTTCAC 0.000129443176005 0.000170374116184 +CTTCAA 0.000188706316827 0.000339539905303 +CTTCAG 0.000366495739292 0.000198769802215 +TCCGAG 0.000586393182867 0.00013654095836 +GTGGGC 0.00108545121084 0.000185478204498 +TCCGAC 0.000369614851967 0.000127478505372 +AATTCA 0.000202742323864 0.000552205468767 +GGACTG 0.000503736696984 0.000141374266621 +AATTCC 0.00027136280271 0.00033168577938 +AATTCG 0.000321268605507 0.00033410243351 +TCCGAT 0.000545844718095 0.000251936193081 +TAGCGG 0.0 9.48536746132e-05 +AATTCT 0.000137240957692 0.000494809933173 +TAGCGC 0.0 0.000101499473471 +GTCATC 0.000583274070193 0.000181853223303 +GTCATA 0.000148157852054 0.000180040732705 +GTCATG 0.000286958366084 9.36453475481e-05 +AGCAGG 0.00013880051403 0.000188499022161 +CCAGGT 0.000188706316827 0.000122041033579 +TTGGAA 0.000378972189991 0.000343769050031 +AGCAGC 0.00142075582338 0.000719558767289 +AGCAGA 0.000101371161932 0.000383643843181 +GGGGTG 8.10969295455e-05 6.52496615174e-05 +CCAGGG 4.83462464598e-05 9.30411840155e-05 +AGCAGT 0.000566118950481 0.000249519538951 +CCAGGA 0.000327506830857 0.000186686531564 +CCAGGC 0.000188706316827 0.000138957612491 +TCCCCG 0.00017467030979 0.00015285337374 +ATAGAG 0.000213659218226 0.000226561324713 +CATCTG 0.000564559394144 0.000212061399931 +ACGGTC 0.000185587204152 0.00011056192646 +CATCTA 0.000106049830944 0.000190915676292 +ATAGAC 0.000157515190079 0.000168561625587 +CATCTC 0.000127883619668 0.000173394933847 +CAAGCT 0.00017467030979 0.00022354050705 +TCCAAC 0.000572357175831 0.000225352997648 +GGGGTC 7.01800351836e-05 6.04163532568e-05 +CAAGCC 0.0002167783309 0.000193332330422 +CATCTT 0.000113847612631 0.000246498721288 +CAAGCA 0.000182468091477 0.000404185403288 +CAAGCG 0.0002292547816 0.000226561324713 +GTTCTT 0.000110728499956 0.000294227640361 +ACATGA 6.23822534965e-06 0.000217498871725 +CGTAAT 0.000106049830944 0.00019756147515 +ACATGC 7.64182605332e-05 0.000164332480859 +TCTTGA 1.55955633741e-06 0.000230186305909 +ACATGG 8.42160422203e-05 0.000149228392544 +AGGGAT 0.000266684133698 0.000132311813632 +GTACAT 5.3024915472e-05 0.000291206822698 +TGGCGG 9.51329365822e-05 0.000140165939556 +CGTAAG 0.000149717408392 0.000134728467763 +GAGTCA 0.000241731232299 0.000143790920751 +ACATGT 5.3024915472e-05 0.000224748834115 +CGTAAC 9.8252049257e-05 0.000128686832437 +CGTAAA 8.73351548951e-05 0.000259790319004 +AGGGAG 0.000346221506906 0.000104520291134 +TTATTT 9.98116055944e-05 0.00128988914203 +AGGGAC 0.00017467030979 0.000106936945265 +AGGGAA 0.000232373894275 0.000243477903625 +CCCTTT 0.000255767239336 0.000225957161181 +TGTTGT 3.43102394231e-05 0.000512330675618 +TCTTGG 5.92631408217e-05 0.00019756147515 +GTTGTT 0.000166872528103 0.000506893203825 +ATCCTT 0.000221456999913 0.000229582142376 +GCGGGG 8.26564858829e-05 6.64579885825e-05 +TTGTCC 0.000296315704108 0.000200582292813 +TTGTCA 0.000106049830944 0.000231998796506 +ATCCTC 0.000332185499869 0.000189103185694 +CTATGA 7.79778168707e-06 0.000154061700805 +ATCCTA 0.000134121845018 0.000172790770315 +GTTGTC 0.00022301655625 0.000190915676292 +ATCCTG 0.000829683971504 0.000193936493954 +GTTGTG 0.000274481915385 0.00021870719879 +TTGTCT 9.35733802448e-05 0.000271269426123 +CTATGC 7.79778168707e-05 0.000167353298521 +CTGTGG 0.000300994373121 0.000158290845533 +AAGGGG 0.000118526281643 9.96869828738e-05 +TGACTC 0.0 0.000116603561786 +TGGGCA 9.66924929196e-05 0.00019997812928 +TGGGCG 0.00012632406333 0.000157082518468 +TGACTG 0.0 0.000162519990261 +AAGCCG 0.000655013661714 0.000179436569173 +AAGCCC 0.000720515027885 0.000183665713901 +AAGCCA 0.000538046936408 0.00041868532807 +CAAAAT 0.000380531746329 0.000849453926791 +CTATGG 6.86204788462e-05 0.000112374417058 +TGGGCT 8.10969295455e-05 0.000135936794828 +CAAAAC 0.000374293520979 0.000721975421419 +CAAAAA 0.000316589936495 0.00131284735627 +AAGCCT 0.000207420992876 0.000173394933847 +CAAAAG 0.000726753253235 0.000605371859633 +TCAATG 0.000177789422465 0.000293623476828 +CCCTTA 4.83462464598e-05 0.000108749435862 +TCAATC 9.35733802448e-05 0.000275498570851 +CGTCGT 0.000212099661888 0.000128686832437 +CAGTTC 0.00077198038702 0.000230790469441 +CAGTTA 0.000102930718269 0.000227165488246 +CAGTTG 0.000678407006775 0.000302685929817 +GACCCC 0.000155955633741 8.27704039619e-05 +CTCTGT 9.35733802448e-05 0.000193332330422 +TCAATT 0.000131002732343 0.000587246953656 +TGGCGT 0.000109168943619 0.000148624229012 +GTTTGG 0.000143479183042 0.000204811437541 +CTCTGC 0.000297875260446 0.000206019764606 +GACCCT 5.61440281469e-05 8.76037122224e-05 +CTCTGA 7.79778168707e-06 0.000151645046675 +CTCTGG 0.000135681401355 0.000148624229012 +CAGTTT 0.000364936182955 0.000407810384484 +GCGAAG 0.000276041471722 0.000187290695096 +CTACTC 0.000151276964729 0.000125666014774 +TGCTGG 0.000159074746416 0.000210248909334 +GCGAAC 0.000221456999913 0.000189103185694 +GAGTCT 0.000188706316827 0.000123249360644 +GCGAAA 0.000146598295717 0.000391497969104 +TAGGGA 0.0 0.000102103637004 +GCTGGT 0.000354019288593 0.000194540657487 +GTGATT 0.00040392509139 0.000267040281395 +CTACTA 7.48587041958e-05 0.000215082217594 +TGCTGT 0.000118526281643 0.000248311211886 +GCGAAT 0.000249529013986 0.000248311211886 +TAATGG 0.0 0.000251936193081 +GTGATG 0.000647215880026 0.000153457537272 +CTACTG 0.000254207682998 0.000166144971456 +GTGATC 0.000611346084266 0.000163728317326 +GCTGGC 0.000586393182867 0.000205415601073 +GTGATA 0.000191825429502 0.000190915676292 +GCTGGA 0.000463188232212 0.000193332330422 +TGATAA 0.0 0.000412039529212 +TGTAGT 3.43102394231e-05 0.000213269726997 +TGATAC 0.0 0.000164332480859 +TGATAG 0.0 0.000166749134989 +CTTGTT 9.8252049257e-05 0.000302081766284 +GACGGT 0.000204301880201 8.09579133642e-05 +GCTAGG 5.14653591346e-05 7.49162780385e-05 +GCTAGA 6.86204788462e-05 0.0001317076501 +ATGAAT 0.000366495739292 0.000414456183342 +CTATGT 2.80720140734e-05 0.00019514482102 +AAGGGT 0.000449152225175 0.000146207574882 +TGATAT 0.0 0.000434997743449 +GTAGTG 0.000157515190079 0.000141978430154 +GCTAGT 0.000146598295717 0.000138957612491 +ATGAAC 0.000661251887063 0.000252540356614 +GACGGG 8.73351548951e-05 5.3166390866e-05 +ATGAAA 0.000338423725219 0.000741308654461 +GACGGA 0.00027760102806 0.000147415901947 +ATGAAG 0.000860875098252 0.000248915375418 +GACGGC 0.000364936182955 0.000119624379449 +CTTGTC 0.000107609387282 0.00013654095836 +CTAACT 9.51329365822e-05 0.000202998946943 +CCATAG 4.67866901224e-06 0.000137749285426 +GGTGAA 0.000286958366084 0.000185478204498 +GGTGAC 0.000286958366084 0.000107541108797 +GCGTCT 5.61440281469e-05 0.000119020215916 +TGTAAA 6.55013661714e-05 0.000657329923434 +GGTGAG 0.000318149492832 0.000103916127602 +GGAATG 0.000330625943532 0.000184269877433 +CGTCCT 0.00013256228868 9.30411840155e-05 +GGAATC 0.00030723259847 0.000217498871725 +GGAATA 0.000143479183042 0.000227769651778 +GCGTCA 5.61440281469e-05 0.000128082668904 +GCGTCC 0.000202742323864 8.45828945596e-05 +GGTGAT 0.000380531746329 0.000114791071188 +GCGTCG 9.98116055944e-05 0.000189707349226 +CGTCCG 0.000215218774563 0.000158895009065 +GGAATT 0.0002167783309 0.000278519388514 +CGTCCC 0.000237052563287 7.12912968431e-05 +CGTCCA 0.000145038739379 0.000175207424445 +TTTCGA 0.000106049830944 0.000410227038614 +CCGTAT 0.000190265873164 0.000104520291134 +GAAGTC 0.000247969457649 0.000216894708192 +CTACTT 8.57755985577e-05 0.000221728016453 +CGTGGT 0.000157515190079 0.000105124454667 +GCCGTA 0.000166872528103 0.000107541108797 +CCGTAC 0.000226135668925 9.72703287435e-05 +CCGTAA 4.67866901224e-06 0.000144395084284 +CCGTAG 1.55955633741e-06 6.34371709197e-05 +CTAACA 0.000106049830944 0.000199373965748 +GCCGTT 0.000308792154808 0.000143790920751 +TTGGTG 0.000449152225175 0.000230186305909 +GAAGTT 0.000274481915385 0.000253144520146 +GGCGCG 0.000121645394318 0.000122041033579 +ATGCCC 0.000577035844843 0.00015043671961 +TTAGTT 6.70609225088e-05 0.000584830299526 +ATGCCA 0.000321268605507 0.000306310911012 +GGCGCC 0.000637858542002 0.000114186907655 +ATGCCG 0.000382091302666 0.000120832706514 +GGCGCA 0.000219897443575 0.000146207574882 +TATTAC 0.000131002732343 0.000292415149763 +ACTATG 0.000115407168969 0.000173394933847 +CCATAT 0.00013880051403 0.000337727414706 +TTTAAG 0.000427318436451 0.000533476399258 +ACTATC 0.000106049830944 0.000177019915043 +TTTAAA 0.000154396077404 0.00132674311752 +ACTATA 7.1739591521e-05 0.000362498119541 +TTTAAC 0.000240171675962 0.000465205920078 +TATTAT 0.000123204950656 0.000886307902278 +TTAGTG 6.08226971591e-05 0.0002634153002 +GGCGCT 0.000268243690035 0.000123249360644 +TTAGTC 5.77035844843e-05 0.000166144971456 +ATGCCT 0.000127883619668 0.000153457537272 +TTAGTA 5.14653591346e-05 0.000314165036936 +TTTAAT 0.000260445908348 0.00106091116319 +ACTATT 0.000135681401355 0.000326852471119 +GGGCAT 8.88947112325e-05 0.000154061700805 +TCGATA 0.00013256228868 0.000249519538951 +TTCTAG 1.40360070367e-05 0.000194540657487 +TTTCCA 0.000173110753453 0.000496622423771 +TTTCCC 0.000297875260446 0.000306310911012 +GGGACT 3.11911267483e-05 8.51870580921e-05 +TATCGA 0.000109168943619 0.000228373815311 +GTTTGT 8.26564858829e-05 0.000421706145733 +TTTCCT 0.000101371161932 0.000363706446606 +GGGCAG 0.000163753415428 0.000157082518468 +GTCTGT 6.55013661714e-05 0.000170978279717 +GGGCAA 9.8252049257e-05 0.000212665563464 +GGGCAC 0.000110728499956 0.000112374417058 +GTACGG 4.99058027972e-05 9.78744922761e-05 +GTTTGA 4.67866901224e-06 0.000260394482537 +GTACGC 9.51329365822e-05 7.18954603756e-05 +GTACGA 5.61440281469e-05 0.000129895159502 +CCGCTC 0.000249529013986 0.000140770103088 +GCATGT 4.21080211102e-05 0.000179436569173 +CCGCTA 0.000141919626705 9.2437020483e-05 +CCGCTG 0.000782897281381 0.000146207574882 +TGAAAA 0.0 0.0009739116145 +GCGCGG 9.51329365822e-05 0.000123249360644 +GCGCGC 0.000194944542177 9.60620016784e-05 +TGTTTT 6.86204788462e-05 0.000965453325044 +GCGCGA 0.000109168943619 0.000103916127602 +GCATGG 5.14653591346e-05 0.000148020065479 +TGGATC 0.000198063654851 0.000169165789119 +GCATGC 8.26564858829e-05 0.000146207574882 +CCGCTT 0.000135681401355 0.000204207274008 +GCATGA 6.23822534965e-06 0.000158290845533 +TTTCAG 0.000291637035096 0.00030570674748 +GTCGAC 0.000288517922421 0.000102707800537 +GCGCGT 0.000116966725306 0.000119624379449 +GTCGAG 0.000505296253322 0.000166749134989 +CGTGGC 0.000305673042133 0.000182457386836 +CTTCCG 0.000109168943619 0.000101499473471 +TGCGCT 7.64182605332e-05 0.000144395084284 +GAGCTC 0.000480343351923 0.000141374266621 +ATTGAT 0.000421080211102 0.000434997743449 +GAGCTG 0.00203522102032 0.000213269726997 +AAACGA 0.000193384985839 0.000586038626591 +AAACGC 0.000291637035096 0.000311144219273 +GTAACA 7.64182605332e-05 0.000183061550368 +GTAGTA 3.74293520979e-05 0.000149832556077 +AAACGG 0.000196504098514 0.000287581841503 +ATTGAA 0.000425758880114 0.000598121897243 +TGCGCG 5.77035844843e-05 0.000106936945265 +ATTGAC 0.000347781063243 0.000202998946943 +GAGCTT 0.000315030380157 0.000166749134989 +TGCGCC 0.000327506830857 0.000133520140698 +ATTGAG 0.000592631408217 0.00024710288482 +CGCTGA 1.55955633741e-06 0.000210248909334 +CACGCA 0.000101371161932 0.000209644745801 +AAACGT 0.000162193859091 0.000377602207855 +ATTTCG 0.000276041471722 0.000404789566821 +ATTTCA 0.000135681401355 0.00052924725453 +ATTTCC 0.000360257513942 0.00041626867394 +ATCAGT 0.000302553929458 0.000233811287104 +ATCGGG 0.000116966725306 0.000117207725318 +CATAGT 6.70609225088e-05 0.000158895009065 +ATCGGC 0.000407044204065 0.000166144971456 +ATCGGA 0.000316589936495 0.000213873890529 +ATTTCT 0.000104490274607 0.000544955506377 +TACGCC 0.000485022020935 9.72703287435e-05 +TGGGTC 9.35733802448e-05 0.000106332781732 +TTTCGG 0.000101371161932 0.000277311061449 +TGGGTA 4.05484647727e-05 0.000135936794828 +CATAGG 3.43102394231e-05 9.2437020483e-05 +ATCGGT 0.000240171675962 0.000201186456345 +ATCAGG 0.000146598295717 0.00017399909738 +CATAGC 0.000102930718269 0.000157082518468 +ATCAGC 0.000562999837806 0.000282144369709 +ACGGGT 0.000163753415428 6.82704791802e-05 +GTCTGA 1.09168943619e-05 0.000124457687709 +GATTCT 0.000163753415428 0.000222936343518 +CTTTTG 0.000288517922421 0.000387872987909 +GCGTTC 0.000155955633741 0.000142582593686 +CTTTTC 0.000204301880201 0.000374581390192 +CTTTTA 8.42160422203e-05 0.000491184951978 +GATTCC 0.000450711781512 0.000262206973135 +ACGGGG 7.32991478584e-05 6.58538250499e-05 +ACGGGA 0.000291637035096 0.000102707800537 +ACGGGC 0.000435116218138 7.61246051036e-05 +TACTAT 0.000282279697072 0.000294227640361 +CTTTTT 0.000109168943619 0.000768496013427 +CGTAGA 4.67866901224e-05 0.000113582744123 +TCACGA 6.08226971591e-05 0.000103916127602 +TCACGC 0.000116966725306 0.000107541108797 +TCACGG 4.36675774476e-05 9.42495110807e-05 +TCTCAT 5.92631408217e-05 0.00022112385292 +TCACGT 7.01800351836e-05 0.000114791071188 +AGTGGA 0.000372733964642 0.000273081916721 +TTCCAC 0.000360257513942 0.000232602960039 +TTCCAA 0.000251088570324 0.000409018711549 +TTCCAG 0.000762623048995 0.000257373664874 +CGAGGC 0.000109168943619 0.000111770253525 +ACCCTT 0.000131002732343 0.00015527002787 +TGAAGT 0.0 0.000264019463732 +ATGCTT 0.000202742323864 0.000256165337809 +TTCCAT 0.000235493006949 0.000358268974813 +ACCCTA 0.000134121845018 0.000129895159502 +ACCCTC 0.000182468091477 0.000105728618199 +TGAAGG 0.0 0.000173394933847 +ACCCTG 0.000617584309616 0.000109353599395 +CTGACT 0.0002167783309 0.000175207424445 +CCCCTT 9.66924929196e-05 0.000132915977165 +AGTTAT 9.66924929196e-05 0.000328060798185 +CTGACG 0.000382091302666 8.88120392875e-05 +CTGACC 0.000793814175743 0.000137749285426 +CTGACA 0.000194944542177 0.000166749134989 +AGTTAA 7.79778168707e-06 0.000421706145733 +CCCCTG 0.000347781063243 0.000104520291134 +AGTTAC 0.000104490274607 0.000209644745801 +CCCCTC 0.000112288056294 0.000111166089993 +AGTTAG 9.35733802448e-06 0.000210853072866 +CCCCTA 6.08226971591e-05 7.73329321687e-05 +ACACAG 0.000290077478759 0.000280936042644 +ACACAA 0.000141919626705 0.000561267921756 +ACACAC 0.000112288056294 0.000709892150768 +AATGTT 0.000300994373121 0.000607788513764 +CTGCAG 0.00183091914012 0.000244082067158 +CATGGG 6.55013661714e-05 9.90828193412e-05 +CATGGA 0.000230814337937 0.000181853223303 +CATGGC 0.000315030380157 0.000141374266621 +AATGTC 0.000377412633654 0.000254352847211 +ACACAT 0.000120085837981 0.00037156057253 +AATGTA 0.0002292547816 0.000486351643718 +AATGTG 0.000853077316565 0.000366727264269 +CATGGT 0.000190265873164 0.000123853524177 +CTGCAT 0.000433556661801 0.00022354050705 +GCACAG 0.000335304612544 0.000201790619878 +ACATTT 0.000154396077404 0.000748558616852 +CGAGAT 0.000210540105551 0.000160103336131 +ATTACT 8.10969295455e-05 0.000300269275686 +ACATTG 0.000213659218226 0.00026824860846 +GTACCA 0.000112288056294 0.00013412430423 +ACATTA 6.55013661714e-05 0.000386664660844 +ACATTC 0.000235493006949 0.000264623627265 +ATTACA 0.000120085837981 0.000364914773671 +ATGCTC 0.000360257513942 0.000166749134989 +ATTACC 0.000230814337937 0.000248915375418 +CGAGAC 9.51329365822e-05 0.000112374417058 +ATTACG 0.000169991640778 0.000179436569173 +AAGTCT 0.000177789422465 0.000198165638682 +ATGCTA 0.000219897443575 0.000194540657487 +GGACAT 0.000201182767526 0.000182457386836 +GCTATA 0.000106049830944 0.000187290695096 +GCTATC 0.000157515190079 0.000137145121893 +AAGTCG 0.00062070342229 0.000212665563464 +AAGTCA 0.000285398809747 0.000354643993618 +GCTATG 0.00018714676049 0.000117811888851 +AAGTCC 0.000628501203977 0.000196353148085 +GGACAG 0.000428877992789 0.000155874191403 +GGACAC 0.00027760102806 0.000178228242108 +GGACAA 0.000213659218226 0.000217498871725 +GCACCT 0.000145038739379 0.000129895159502 +AGGGTT 7.1739591521e-05 0.000146207574882 +GAGGCG 0.000854636872902 0.000127478505372 +TGTTGG 3.89889084353e-05 0.000283352696775 +GAGGCA 0.000547404274432 0.000189103185694 +AGCGCT 0.000165312971766 0.000172790770315 +GAGGCC 0.00108701076718 0.000113582744123 +TGTTGC 9.35733802448e-05 0.00031295670987 +TTCTCA 0.000145038739379 0.000234415450637 +ACTCGA 7.79778168707e-05 0.000189103185694 +TAAAAT 0.0 0.00119261881329 +ACTCGC 0.000137240957692 0.000138353448958 +ACTCGG 6.70609225088e-05 0.000106936945265 +AGCGCA 0.000141919626705 0.000202998946943 +GAGGCT 0.000519332260359 0.000103916127602 +AGCGCC 0.000505296253322 0.000135936794828 +AGGGTG 0.000121645394318 0.000106332781732 +AGGGTA 3.58697957605e-05 9.30411840155e-05 +AGCGCG 0.000101371161932 0.000130499323035 +AGGGTC 6.08226971591e-05 9.18328569504e-05 +TAAAAG 0.0 0.000533476399258 +ACTCGT 9.51329365822e-05 0.000121436870046 +TAAAAC 0.0 0.000754600252178 +TAAAAA 0.0 0.00151222132202 +ACGTTC 0.000198063654851 0.000148020065479 +AGCTGC 0.000343102394231 0.000296040130958 +ACGTTA 5.3024915472e-05 0.000146811738414 +AGCTGA 4.67866901224e-06 0.000300873439219 +ACGTTG 0.000173110753453 0.000166749134989 +AGCTGG 0.000201182767526 0.000248311211886 +TAGGGG 0.0 7.43121145059e-05 +TAAATG 0.0 0.000581809481863 +AGTGCG 0.000212099661888 0.000220519689387 +AGTGCA 0.000257326795673 0.000333498269978 +AGAGTT 5.77035844843e-05 0.000276102734384 +AGTGCC 0.000647215880026 0.00019756147515 +CCAAAA 0.000224576112587 0.000728621220277 +TTCGTG 0.000477224239248 0.000163728317326 +TAGGGT 0.0 0.000107541108797 +GCATAG 9.35733802448e-06 0.000146207574882 +AGCTGT 0.000152836521066 0.000262206973135 +ACGTTT 0.000141919626705 0.000281540206177 +AGTGCT 0.000247969457649 0.000251332029548 +AGAGTC 2.6512457736e-05 0.000132311813632 +AGAGTA 2.80720140734e-05 0.000193332330422 +AGAGTG 9.045426757e-05 0.000177019915043 +TTCGTA 0.000127883619668 0.000226561324713 +GTTAAA 0.000194944542177 0.000523809782737 +CCTGGC 0.000247969457649 0.000165540807924 +GTTAAC 0.000266684133698 0.000227769651778 +CCTGGA 0.000230814337937 0.000163124153793 +CCTGGG 4.05484647727e-05 0.000124457687709 +GTTAAG 0.000385210415341 0.000229582142376 +TTCGTC 0.000269803246372 0.000141374266621 +GCACCC 0.000338423725219 0.000129895159502 +GTCTGG 0.000129443176005 0.000123249360644 +GTCTGC 0.000280720140734 0.000156478354935 +GTTAAT 0.000201182767526 0.000390893805572 +CCTGGT 0.000168432084441 0.000121436870046 +TCTAAA 7.48587041958e-05 0.000387268824376 +GGAAGG 9.66924929196e-05 0.000161915826728 +CCACAT 0.000191825429502 0.000238040431832 +GGAAGC 0.00026512457736 0.000175207424445 +GCACCG 0.000300994373121 0.000111166089993 +GGAAGA 0.000120085837981 0.000233811287104 +GCGTTA 5.77035844843e-05 0.000120832706514 +CAATGA 7.79778168707e-06 0.00026583195433 +CCCGCA 0.000140360070367 0.000104520291134 +CAATGC 0.000127883619668 0.000231394632974 +GCGTTG 0.00017467030979 0.000170978279717 +CAATGG 0.00013880051403 0.000235019614169 +CCACAG 0.000522451373033 0.000205415601073 +GGAAGT 0.000227695225262 0.000203603110476 +CCACAC 0.000160634302754 0.000288186005035 +CCACAA 0.000288517922421 0.000442851869373 +ATTTGT 0.000109168943619 0.000731037874408 +TCCTCG 0.000587952739205 0.000198769802215 +TGTATG 7.48587041958e-05 0.000360081465411 +CAATGT 8.57755985577e-05 0.000295435967426 +GCGTTT 0.000116966725306 0.000248915375418 +TCCTCC 0.000561440281469 0.000224748834115 +TGTATC 5.61440281469e-05 0.000205415601073 +CGTTAG 7.79778168707e-06 9.90828193412e-05 +TAACCG 0.0 0.000143186757219 +TCAAAC 0.000162193859091 0.000324435816989 +TCAGGG 4.05484647727e-05 9.2437020483e-05 +CGTTAC 0.000123204950656 0.000111770253525 +TAACCC 0.0 0.000140770103088 +CGTTAA 6.23822534965e-06 0.000235623777702 +TAACCA 0.0 0.000305102583947 +ACCGCT 0.000208980549213 0.000182457386836 +TCGCGA 0.000177789422465 0.000119624379449 +TAGTGT 0.0 0.000227165488246 +TCAGGA 0.000141919626705 0.000181249059771 +TTCGTT 0.000199623211189 0.0003951229503 +TACCCT 2.02742323864e-05 0.000128082668904 +TAACCT 0.0 0.000137749285426 +CGTTAT 0.000120085837981 0.000145603411349 +GTGAAA 0.000249529013986 0.000491184951978 +GTGAAC 0.000506855809659 0.000198769802215 +TGCATA 0.000148157852054 0.000304498420414 +ACCGCG 0.000115407168969 0.000134728467763 +ACCGCA 0.000176229866128 0.000169165789119 +CCCTAT 0.000246409901311 0.000169769952652 +ACCGCC 0.0006752878941 0.000166144971456 +AGATCC 0.000155955633741 0.00017399909738 +AGGCTT 4.36675774476e-05 0.000167957462054 +CCTTCT 6.70609225088e-05 0.000154061700805 +GGGACG 4.83462464598e-05 6.28330073871e-05 +TGTCGC 0.000154396077404 0.000140165939556 +GTTGCC 0.000332185499869 0.00024468623069 +GTGCCG 0.000483462464598 0.000121436870046 +GTGCCA 0.000396127309703 0.00022354050705 +GTTGCG 9.35733802448e-05 0.000162519990261 +GTGCCC 0.00081408840813 0.000140165939556 +CCGCCG 0.000846839091215 0.000161311663196 +AGGCTA 5.77035844843e-05 0.000108749435862 +CCTTCC 0.000127883619668 0.000125061851242 +AGGCTC 5.92631408217e-05 9.78744922761e-05 +CCGCCC 0.000622262978628 0.000155874191403 +TGTCGA 5.3024915472e-05 0.000179436569173 +CCGCCA 0.000684645232124 0.000192124003357 +AGGCTG 0.000134121845018 0.000103311964069 +GTGCCT 0.000198063654851 0.000134728467763 +TCCAAA 0.000329066387194 0.000462185102415 +GTTGCT 0.000182468091477 0.000261602809602 +GGATAT 0.00022301655625 0.00023985292243 +TCGGGT 0.000208980549213 7.67287686362e-05 +ATTTGA 1.09168943619e-05 0.000514143166216 +GCAGTT 0.000208980549213 0.000285165187372 +GAAGCT 0.000330625943532 0.000182457386836 +GGATAA 9.35733802448e-06 0.000207832255204 +GGATAC 0.000297875260446 0.000153457537272 +TCGGGG 7.64182605332e-05 9.2437020483e-05 +GGATAG 4.67866901224e-06 0.000120832706514 +GAAGCG 0.000297875260446 0.000199373965748 +CCGCCT 0.000279160584397 0.000123853524177 +GCAGTG 0.000388329528016 0.000326248307587 +GAAGCC 0.00053024915472 0.000222332179985 +GCAGTA 9.51329365822e-05 0.00017399909738 +GAAGCA 0.000266684133698 0.000301477602752 +GCAGTC 0.000131002732343 0.000198769802215 +CGCCCG 0.000110728499956 9.54578381458e-05 +GAGAGA 0.000152836521066 0.00028697767797 +CGCCCC 0.00012632406333 0.000142582593686 +CGCCCA 0.000107609387282 0.000208436418736 +AGTTTG 0.00027136280271 0.000314165036936 +ACGCAG 0.000411722873077 0.000229582142376 +ACGCAC 0.000241731232299 0.000185478204498 +ACGCAA 0.000201182767526 0.000238040431832 +CTCGCA 5.14653591346e-05 0.000155874191403 +ACGTAC 0.000168432084441 0.000121436870046 +CCCTAG 1.24764506993e-05 8.21662404293e-05 +ACGCAT 0.000143479183042 0.000193332330422 +AGTTTC 0.000198063654851 0.000328060798185 +GCCGGG 0.000106049830944 6.94788062454e-05 +TACCCG 0.000131002732343 9.66661652109e-05 +GCCGGC 0.000729872365909 0.000122041033579 +CATGTT 9.51329365822e-05 0.000233207123571 +GCCGGA 0.000558321168794 0.000141978430154 +TTGGGG 7.64182605332e-05 0.00013412430423 +AGATCT 7.1739591521e-05 0.000198769802215 +ACGTAG 9.35733802448e-06 0.000108749435862 +GCCACT 0.000506855809659 0.000212061399931 +CATGTA 6.70609225088e-05 0.000187290695096 +GTTGCA 0.000149717408392 0.000299060948621 +CATGTC 0.000159074746416 0.000137749285426 +GCCGGT 0.000357138401268 9.96869828738e-05 +CATGTG 0.000455390450525 0.000183665713901 +GTGCGA 0.000297875260446 0.000193936493954 +TACCCC 9.98116055944e-05 0.000103311964069 +GATTGG 0.000257326795673 0.000203603110476 +GGCCTG 0.000628501203977 0.000100291146406 +GGCCTC 0.000240171675962 0.000160103336131 +GGCCTA 0.000131002732343 8.3978731027e-05 +TTTGTT 0.0002292547816 0.000925578531895 +AATCGG 0.00018090853514 0.000221728016453 +AATCGC 0.000531808711058 0.000289998495633 +AATCGA 0.000227695225262 0.000459768448285 +TTCCCA 0.000129443176005 0.000317790018131 +GGCCTT 0.000110728499956 0.000135936794828 +TCACTA 8.10969295455e-05 0.000133520140698 +TCACTC 7.79778168707e-05 0.000154061700805 +AATCGT 0.000212099661888 0.000276102734384 +AGCCGA 9.66924929196e-05 0.000198165638682 +CCTTCA 0.000110728499956 0.00015527002787 +AGCCGC 0.000212099661888 0.000162519990261 +TAATTG 0.0 0.00050810153089 +AAAAAT 0.000349340619581 0.00171642859603 +AGCCGG 0.000137240957692 0.000130499323035 +GTTTTT 0.00017467030979 0.000869995486898 +TGGTGA 6.23822534965e-06 0.000172186606782 +GATGGA 0.000519332260359 0.000187290695096 +TGGTGC 0.000120085837981 0.000184269877433 +CCAAGT 0.000166872528103 0.000296040130958 +GGGCTG 0.000149717408392 0.000105728618199 +TGGTGG 0.000176229866128 0.000202998946943 +GATGGG 0.00017467030979 0.000166144971456 +AAAAAA 0.000366495739292 0.00304558836768 +AAAAAC 0.000338423725219 0.00125726431127 +GAGCGA 0.000520891816696 0.000214478054062 +AGCCGT 7.32991478584e-05 0.000133520140698 +AAAAAG 0.000823445746154 0.00095034923673 +TGACAG 0.0 0.000149228392544 +CCAAGG 9.8252049257e-05 0.00019514482102 +CTACAT 6.08226971591e-05 0.000201790619878 +TCTCAG 0.000155955633741 0.000142582593686 +CCAAGC 0.000146598295717 0.000275498570851 +TGGTGT 4.21080211102e-05 0.000190915676292 +CCAAGA 7.1739591521e-05 0.000278519388514 +AGAACT 6.86204788462e-05 0.000264623627265 +GCATTA 8.26564858829e-05 0.000254352847211 +CCTTCG 0.000194944542177 0.000165540807924 +TACCAT 0.00018090853514 0.000227769651778 +AGATAG 9.35733802448e-06 0.000168561625587 +CACTGT 8.57755985577e-05 0.000151645046675 +ACCCGA 0.000115407168969 0.00015527002787 +ATGTCT 0.000152836521066 0.000173394933847 +ACCCGC 0.000241731232299 0.000103311964069 +AGATAA 4.67866901224e-06 0.00035524815715 +TACCAC 0.000293196591434 0.000219311362322 +AGAACG 7.1739591521e-05 0.000207228091671 +TACCAA 0.000194944542177 0.000313560873403 +AGAACA 7.95373732081e-05 0.000384852170246 +TACCAG 0.000566118950481 0.000158895009065 +AGAACC 0.000115407168969 0.000172790770315 +ATGTCA 0.000199623211189 0.000207228091671 +CACTGG 0.000165312971766 0.00017641575151 +AGATAT 7.79778168707e-05 0.000354039830085 +TGACAA 0.0 0.000298456785089 +ACCAGG 0.000191825429502 0.00013412430423 +CACTGC 0.000279160584397 0.000196353148085 +ATGTCG 0.000389889084353 0.000149832556077 +CACTGA 6.23822534965e-06 0.000206623928138 +TAGGTT 0.0 0.000163728317326 +GTTTAC 0.000266684133698 0.000254352847211 +AATTAT 0.000137240957692 0.000914703588308 +CTGTTG 0.000424199323776 0.000253748683679 +TGCTAT 0.000148157852054 0.000194540657487 +CTGTTC 0.000566118950481 0.000208436418736 +CGGGTT 6.86204788462e-05 0.000115999398253 +CTGTTA 8.88947112325e-05 0.000167353298521 +AATTAC 0.000193384985839 0.000401768749158 +AATTAA 1.71551197115e-05 0.00127176423606 +AATTAG 9.35733802448e-06 0.000384852170246 +TAGGTC 0.0 7.79370957013e-05 +CGGGTC 8.42160422203e-05 5.13539002683e-05 +CTGTTT 0.000227695225262 0.000379414698453 +CGGGTA 4.05484647727e-05 6.46454979848e-05 +CGGGTG 0.000233933450612 8.69995486898e-05 +CCAAAC 0.000232373894275 0.000392102132637 +CTTCGG 6.55013661714e-05 0.000151040883142 +CACACT 0.000134121845018 0.000282144369709 +TGGATG 0.000260445908348 0.000187894858629 +AGCAAA 0.000436675774476 0.000697808880116 +ATATAT 0.000102930718269 0.0017605325339 +AGCAAC 0.000846839091215 0.000478497517794 +TTAGGC 5.77035844843e-05 0.000137145121893 +AAAGCT 0.00018714676049 0.00035283150302 +AGCAAG 0.000879589774301 0.000265227790798 +AAAGCA 0.000208980549213 0.000636788363327 +ATATAG 3.11911267483e-06 0.000415664510407 +TTAGGT 3.43102394231e-05 0.000143790920751 +ATATAA 9.35733802448e-06 0.000974515778033 +AGCAAT 0.000673728337762 0.000428351944591 +ATATAC 0.000163753415428 0.000638600853925 +ATAGCA 0.000121645394318 0.000264019463732 +ATAGCC 0.00036181707028 0.000175811587977 +TACTTG 0.000282279697072 0.00023985292243 +ATAGCG 0.00013880051403 0.0001317076501 +TCTCAC 7.64182605332e-05 0.000122041033579 +TGCTAA 6.23822534965e-06 0.000297248458024 +ATAGCT 0.00013880051403 0.000247707048353 +TACTTT 0.000304113485796 0.000436206070514 +GTTTTC 0.000221456999913 0.000514747329748 +CGAGTT 9.045426757e-05 0.000209644745801 +CTCGCC 0.000233933450612 0.000138957612491 +CGTACT 4.05484647727e-05 0.000103916127602 +TCCCGT 0.00013880051403 7.67287686362e-05 +ACATAC 0.000127883619668 0.000389081314974 +CTTAAG 0.000363376626617 0.000281540206177 +ACATAA 9.35733802448e-06 0.000540122198116 +CTTAAA 0.000188706316827 0.000613830149089 +AGGGGT 7.48587041958e-05 7.18954603756e-05 +CTTAAC 0.000237052563287 0.000276706897916 +CGTACA 3.89889084353e-05 0.000130499323035 +CGAGTG 0.000237052563287 0.000215082217594 +TTGTTA 4.99058027972e-05 0.000514143166216 +CGAGTA 5.61440281469e-05 0.000154665864337 +CGAGTC 9.66924929196e-05 0.00015285337374 +AGGGGA 7.95373732081e-05 9.66661652109e-05 +CTTAAT 0.000191825429502 0.00037397722666 +AGGGGC 0.000129443176005 9.78744922761e-05 +TATGCA 0.000162193859091 0.000315977527533 +AGGGGG 2.02742323864e-05 7.79370957013e-05 +TCATTA 5.77035844843e-05 0.000338935741771 +CGACTT 8.88947112325e-05 0.000204207274008 +TCGGGC 0.00041016331674 0.00019997812928 +TTGTAA 2.18337887238e-05 0.000604163532568 +TTGTAC 0.000226135668925 0.000291810986231 +GTACCT 5.61440281469e-05 0.000105728618199 +TCATTG 0.000121645394318 0.000233811287104 +TGAATC 0.0 0.000240457085962 +CGACTA 7.48587041958e-05 0.000132915977165 +TGAATA 0.0 0.000512330675618 +CGACTC 0.000121645394318 0.000120832706514 +TGAATG 0.0 0.000386664660844 +AAGTAT 0.000352459732255 0.000411435365679 +CGACTG 0.000417961098427 0.000148624229012 +TTGCCA 0.000335304612544 0.000370352245464 +TTGTAT 0.00013256228868 0.000544351342844 +ATCGTG 0.000495938915297 0.00017641575151 +GCTTCG 0.000188706316827 0.000145603411349 +ATCGTC 0.000293196591434 0.000160103336131 +ATCGTA 0.000129443176005 0.000180644896238 +TGGGAG 0.00036181707028 0.000143790920751 +TGGGAA 0.000176229866128 0.000315977527533 +TGGGAC 0.000221456999913 0.000111770253525 +GCTTCT 0.000137240957692 0.000177019915043 +ATCGTT 0.000212099661888 0.000256769501342 +GATTGA 1.09168943619e-05 0.000257373664874 +TGGGAT 0.000227695225262 0.000155874191403 +GGGCTA 5.45844718095e-05 7.79370957013e-05 +CTAGCC 0.000184027647815 0.000113582744123 +CTAGCA 7.01800351836e-05 0.000175811587977 +CTAGCG 9.20138239074e-05 7.5520441571e-05 +CGGTAG 1.55955633741e-06 9.2437020483e-05 +ACTTAG 4.67866901224e-06 0.000230186305909 +ACTTAA 6.23822534965e-06 0.000557642940561 +CGGTAC 0.000113847612631 7.12912968431e-05 +ACTTAC 0.000116966725306 0.000222936343518 +CGGTAA 1.55955633741e-06 0.000151645046675 +GACCAG 0.000559880725131 0.000152249210207 +GACCAC 0.000224576112587 0.000164332480859 +TTGCCC 0.000389889084353 0.000183665713901 +CTAGCT 0.000101371161932 0.000158895009065 +TTCGAG 0.000965365372859 0.000289998495633 +ACTTAT 7.48587041958e-05 0.000326852471119 +CGGTAT 7.79778168707e-05 0.000119020215916 +TACACA 0.000198063654851 0.000405393730353 +TACACG 0.000310351711145 0.000137749285426 +GCGAGA 5.77035844843e-05 0.000194540657487 +GAGAGC 0.000712717246198 0.000230790469441 +GCGAGC 0.000157515190079 0.000147415901947 +GGCCGT 0.000116966725306 8.69995486898e-05 +GCGAGG 6.55013661714e-05 0.000111166089993 +TTAAGA 5.45844718095e-05 0.000356456484215 +CAGCCG 0.000778218612369 0.000196957311617 +CAGCCA 0.000625382091303 0.000364310610139 +CAGCCC 0.000491260246285 0.000151040883142 +TCCGGG 0.000124764506993 9.54578381458e-05 +GCGAGT 0.000109168943619 0.000161311663196 +CAGCCT 0.000207420992876 0.000138957612491 +GAACTC 0.000255767239336 0.000184269877433 +GAACTA 0.000263565021023 0.000236832104767 +GGACTT 0.000182468091477 0.000163728317326 +CACCTA 8.73351548951e-05 0.000154665864337 +AACTAT 0.000411722873077 0.000425935290461 +CACCTC 0.000140360070367 0.000193936493954 +CACCTG 0.000581714513855 0.000168561625587 +TGATCC 0.0 0.000160707499663 +AACACT 0.000257326795673 0.000288790168568 +TGATCA 0.0 0.000201790619878 +TGATCG 0.0 0.000138957612491 +TGCATG 0.000282279697072 0.000209040582269 +AACTAG 1.24764506993e-05 0.000226561324713 +GATTTA 0.000168432084441 0.00035524815715 +CACCTT 9.20138239074e-05 0.000158290845533 +AACTAC 0.000739229703934 0.000341352395901 +AACTAA 2.33933450612e-05 0.000611413494959 +AACACG 0.00040392509139 0.000194540657487 +AACACA 0.000293196591434 0.000509309857955 +AACACC 0.000616024753278 0.000362498119541 +TGATCT 0.0 0.000184269877433 +CCAGCA 0.000276041471722 0.000351019012422 +CTATAC 0.000106049830944 0.00017399909738 +CAACAG 0.00135525445721 0.000381831352583 +GACAGT 0.000321268605507 0.000164332480859 +CAACAA 0.000636298985665 0.00095034923673 +CCAGCC 0.000324387718182 0.000218103035257 +CAACAC 0.00027760102806 0.000317790018131 +GGCCGG 0.000102930718269 6.82704791802e-05 +CTATAA 1.24764506993e-05 0.000294227640361 +GACAGG 0.000176229866128 0.000101499473471 +CAACAT 0.00026512457736 0.000409622875081 +GACAGC 0.000611346084266 0.000192124003357 +GACAGA 0.000116966725306 0.000224144670583 +GTATTA 5.14653591346e-05 0.000347394031227 +GTATTC 0.000179348978803 0.000220519689387 +GTAAGT 4.99058027972e-05 0.000227165488246 +CCAGCG 0.000343102394231 0.000170978279717 +AGAGGT 5.14653591346e-05 0.000161311663196 +GGTGGC 0.000948210253147 0.000175811587977 +TCCCCT 6.70609225088e-05 0.000118416052383 +GGTGGA 0.000577035844843 0.000193936493954 +CGTCAT 0.00012632406333 0.000135936794828 +GGTGGG 0.000123204950656 0.000114186907655 +AGAGGC 6.70609225088e-05 0.000143790920751 +GTAAGA 2.49529013986e-05 0.000191519839824 +AGAGGA 0.000104490274607 0.000257977828407 +CGCCCT 4.5227133785e-05 0.000102103637004 +AGAGGG 1.71551197115e-05 0.000153457537272 +GTAAGG 5.3024915472e-05 0.000102103637004 +CGTCAA 0.000184027647815 0.000145603411349 +CGTCAC 0.000185587204152 0.000106936945265 +TCCCCC 0.000127883619668 0.000105728618199 +GGTGGT 0.000587952739205 0.000180644896238 +CGTCAG 0.000378972189991 8.88120392875e-05 +GTCCGG 6.39418098339e-05 9.18328569504e-05 +GTCGCA 7.64182605332e-05 0.000153457537272 +GTCGCC 0.000279160584397 0.000132311813632 +CCGTCT 9.20138239074e-05 9.00203663527e-05 +TCGGTA 0.000106049830944 0.000111166089993 +CTCGCG 3.89889084353e-05 6.76663156477e-05 +TCGGTG 0.0006752878941 0.000156478354935 +GTCGCT 9.51329365822e-05 0.000154665864337 +TACCTA 0.000127883619668 0.000169165789119 +GTAACT 0.000102930718269 0.00019997812928 +CCGTCG 0.000255767239336 0.000120228542981 +CCGTCA 9.98116055944e-05 9.2437020483e-05 +CCGTCC 0.00013880051403 8.8207875755e-05 +GGCTGT 0.00017467030979 0.000126874341839 +CGCGTG 0.000282279697072 0.00017883240564 +CTATAT 0.000101371161932 0.000354643993618 +CGCGTC 0.00027760102806 0.000125061851242 +CGCGTA 7.1739591521e-05 9.90828193412e-05 +GTTTTA 0.000107609387282 0.000610205167894 +ATGCAG 0.000888947112325 0.000225352997648 +CCACTA 9.66924929196e-05 0.000146207574882 +CCACTC 0.000151276964729 0.000166749134989 +CGCGTT 0.000159074746416 0.000124457687709 +GGCTGG 0.000279160584397 0.000131103486567 +GGCTGA 1.55955633741e-06 0.00013412430423 +GGCTGC 0.000377412633654 0.000185478204498 +ATGCAT 0.00018714676049 0.000316581691066 +TTTAGA 6.23822534965e-05 0.000343164886499 +TTTCAT 9.35733802448e-05 0.000489976624913 +TTGACC 0.00027136280271 0.000160707499663 +ATGACG 0.000296315704108 0.000135332631295 +GGAGTT 0.000252648126661 0.000172790770315 +ATGACA 0.000205861436539 0.000218103035257 +ATGACC 0.000489700689948 0.000134728467763 +CGGGCC 0.000254207682998 7.43121145059e-05 +GGGCCT 2.02742323864e-05 0.000104520291134 +TAAGAA 0.0 0.000431372762254 +ATGACT 0.000171551197115 0.000187290695096 +GGAGTA 0.000116966725306 0.000124457687709 +GGAGTC 0.000205861436539 0.000141978430154 +GGAGTG 0.000460069119537 0.000186686531564 +GGGCCG 8.42160422203e-05 6.34371709197e-05 +GGGCCC 9.045426757e-05 6.1624680322e-05 +GGGCCA 0.000101371161932 0.000131103486567 +GGCAAG 0.00140983892902 0.000208436418736 +ACGAGT 8.10969295455e-05 0.000181249059771 +AGGCCA 9.35733802448e-05 0.000199373965748 +AGGCCC 0.000110728499956 9.54578381458e-05 +AGGCCG 6.70609225088e-05 6.64579885825e-05 +ACGAGG 7.01800351836e-05 0.000147415901947 +ACGAGC 0.000193384985839 0.000151040883142 +GACCCG 0.000104490274607 8.03537498316e-05 +ACGAGA 6.39418098339e-05 0.00019514482102 +GGCAAC 0.000949769809485 0.00028456102384 +AGGCCT 4.05484647727e-05 9.48536746132e-05 +AGACGG 2.49529013986e-05 0.000123249360644 +GGGTTG 4.21080211102e-05 0.000105124454667 +TTTGGG 9.66924929196e-05 0.000247707048353 +GGGTTA 2.18337887238e-05 9.18328569504e-05 +GGGTTC 6.70609225088e-05 0.000198165638682 +TTTGAT 0.000382091302666 0.000532268072193 +TGAACT 0.0 0.000320810835794 +CTACGA 8.26564858829e-05 0.000169769952652 +ATTGCT 0.000269803246372 0.000293623476828 +GGGTTT 5.45844718095e-05 0.000160707499663 +TACAAG 0.000943531584135 0.000220519689387 +TGCGAG 0.000603548302579 0.000192728166889 +AACGGC 0.000559880725131 0.000207832255204 +ATCCAT 0.000213659218226 0.000274894407319 +ATTGCA 0.000221456999913 0.000425331126928 +TTTGGC 0.000583274070193 0.000406602057418 +ATTGCG 0.000244850344974 0.000167957462054 +TTTGAC 0.000258886352011 0.000275498570851 +TTTGAA 0.000288517922421 0.000664579885825 +CGGGCT 0.000124764506993 9.54578381458e-05 +CTCGTA 4.36675774476e-05 0.000103916127602 +CTCGTC 0.000201182767526 0.000257977828407 +CCCTGG 0.000179348978803 0.000122041033579 +CCCTGA 1.55955633741e-06 9.66661652109e-05 +AAGCTT 0.00027136280271 0.000274894407319 +CCCTGC 0.000255767239336 0.00012929099597 +GTGTAA 6.23822534965e-06 0.000309331728675 +CCCTGT 9.045426757e-05 9.48536746132e-05 +AAGCTC 0.000444473556163 0.000191519839824 +GATATA 0.000305673042133 0.000453726812959 +AAGCTA 0.000371174408304 0.000291810986231 +GATATG 0.000393008197028 0.000213269726997 +AAGCTG 0.00160166435852 0.000292415149763 +TGACGC 0.0 0.000114791071188 +TACTCT 0.000115407168969 0.000179436569173 +CATCGT 0.000152836521066 0.000163124153793 +GTAGTC 0.000102930718269 0.00011056192646 +CAGGGT 0.000324387718182 8.94162028201e-05 +CCAGTC 0.000148157852054 0.000143790920751 +TACGAT 0.000664370999738 0.000201790619878 +CCAGTG 0.000442913999825 0.000224748834115 +TACTCG 0.000282279697072 0.000111166089993 +CATCGA 0.000137240957692 0.000235019614169 +CATCGC 0.00036181707028 0.000161915826728 +TACTCC 0.000419520654764 0.000135936794828 +TACTCA 0.000137240957692 0.000192728166889 +CATCGG 0.000155955633741 0.000210853072866 +CAGGGG 7.79778168707e-05 8.33745674944e-05 +CCAGTT 0.000218337887238 0.00024226957656 +CAGGGC 0.000642537211014 8.69995486898e-05 +AATCTG 0.00089830445035 0.000248915375418 +CGGACT 5.3024915472e-05 0.000106936945265 +AATCTC 0.000363376626617 0.000216894708192 +AATCTA 0.000257326795673 0.000347394031227 +TGAACG 0.0 0.000172790770315 +TCACAC 8.26564858829e-05 0.000234415450637 +TCACAA 0.000135681401355 0.000303290093349 +TAAATT 0.0 0.00112434833411 +GCCATA 0.000310351711145 0.000189103185694 +CGGACG 7.79778168707e-05 0.00011297858059 +ACATCG 0.000311911267483 0.00022354050705 +CGGACA 7.01800351836e-05 0.000163728317326 +CGGACC 7.32991478584e-05 9.12286934178e-05 +GCCATG 0.000949769809485 0.000163124153793 +TTTTAA 2.02742323864e-05 0.00124034773236 +TCACAT 0.000116966725306 0.000260394482537 +ATTAAC 0.000263565021023 0.000395727113832 +ATTAAA 0.000257326795673 0.00114791071188 +ATTAAG 0.000506855809659 0.000415664510407 +TTTTAC 0.00018714676049 0.000455539303557 +TCACTT 8.73351548951e-05 0.000248915375418 +ATTCGT 0.000169991640778 0.000213269726997 +GTGCAG 0.000871791992614 0.000234415450637 +TTACTA 5.3024915472e-05 0.000247707048353 +ATTAAT 0.00027760102806 0.000810183297174 +TACCTG 0.00054272560542 0.000126874341839 +GGTATG 0.000110728499956 0.00011056192646 +CTGAAT 0.000552082943444 0.000352227339487 +GGTATC 0.00013256228868 8.8207875755e-05 +CGAGAG 0.000241731232299 0.000198769802215 +CTGAAA 0.000422639767439 0.000391497969104 +CTGAAC 0.000795373732081 0.000195748984552 +TCGACC 0.000194944542177 0.000114186907655 +GGAACC 0.000324387718182 0.000135936794828 +CTGAAG 0.00135525445721 0.000253144520146 +CATTGC 0.000101371161932 0.000245290394223 +TATGAG 0.00030723259847 0.000206623928138 +CATTGA 6.23822534965e-06 0.000276102734384 +CTAGTT 6.08226971591e-05 0.000202998946943 +CATTGG 7.64182605332e-05 0.000204811437541 +TCAACT 0.000109168943619 0.000300269275686 +ATGTTA 6.08226971591e-05 0.000363102283074 +ACACCG 0.00031970904917 0.00020239478341 +CTGCCA 0.000509974922334 0.00026583195433 +CTGCCC 0.00120241793615 0.000188499022161 +ACACCC 0.000262005464685 0.00019514482102 +ACACCA 0.000276041471722 0.000283352696775 +CTGCCG 0.000709598133523 0.00017399909738 +CTAGTG 0.000151276964729 0.000146207574882 +TCAACC 0.000127883619668 0.000201186456345 +ATGTTC 0.000456950006862 0.000250123702483 +CTAGTC 0.000112288056294 0.000107541108797 +TCAACG 0.00018090853514 0.000221728016453 +CTAGTA 3.89889084353e-05 0.00010814527233 +CATTGT 7.79778168707e-05 0.000287581841503 +TATGAC 0.000237052563287 0.000122041033579 +GTAATG 0.000182468091477 0.000198165638682 +ACACCT 0.000118526281643 0.000221728016453 +CTGCCT 0.000219897443575 0.000138353448958 +CCTCGT 7.64182605332e-05 0.000180040732705 +TTGTGT 6.55013661714e-05 0.000444060196438 +AGACTG 0.000131002732343 0.000120228542981 +AGACTC 4.83462464598e-05 0.000117207725318 +AGACTA 3.74293520979e-05 0.000140165939556 +CCTCGG 4.67866901224e-05 0.000121436870046 +CCTCGC 0.000118526281643 0.000118416052383 +CCCGAC 0.000371174408304 9.12286934178e-05 +CCTCGA 6.86204788462e-05 0.000134728467763 +CGAGGA 0.000160634302754 0.000215686381127 +AGACTT 4.21080211102e-05 0.000222332179985 +CGAGGG 2.33933450612e-05 8.88120392875e-05 +CACCGT 7.1739591521e-05 0.000112374417058 +ACTTTA 7.64182605332e-05 0.000409622875081 +ACTTTG 0.000276041471722 0.00035041484889 +TAGCTA 0.0 0.000213269726997 +GACCTG 0.000587952739205 0.000100291146406 +GTCGCG 4.05484647727e-05 0.000109957762927 +GACCTA 0.000131002732343 0.000100291146406 +GACCTC 0.000202742323864 0.000132311813632 +CACCGG 8.26564858829e-05 8.88120392875e-05 +CTATTG 0.000151276964729 0.000199373965748 +CACCGA 9.51329365822e-05 0.00024710288482 +ACTTTT 0.000120085837981 0.000682704791802 +GACCTT 0.000131002732343 0.000122645197111 +GGACGC 0.000354019288593 8.51870580921e-05 +GGACGG 0.000109168943619 8.45828945596e-05 +CTATTA 3.11911267483e-05 0.000254957010744 +CACAGC 0.000411722873077 0.000261602809602 +CTTATC 0.000166872528103 0.000207832255204 +CACAGA 7.48587041958e-05 0.000288186005035 +CTTATA 0.000113847612631 0.000297248458024 +CACAGG 8.57755985577e-05 0.000132915977165 +CTTATG 0.000157515190079 0.000164936644391 +ACTCAT 0.000109168943619 0.000206019764606 +CGTATA 2.80720140734e-05 0.00017641575151 +GACGTA 0.000113847612631 8.45828945596e-05 +CGTATC 0.000115407168969 9.2437020483e-05 +CTATTC 0.000168432084441 0.000178228242108 +GAGGAC 0.00144882783746 0.000138353448958 +CGTATG 8.88947112325e-05 0.000163728317326 +AGCGAT 0.000631620316652 0.000216894708192 +TTAACA 7.32991478584e-05 0.000450705995296 +ACTCAC 9.66924929196e-05 0.000184269877433 +TTAACC 0.000131002732343 0.000244082067158 +ACTCAA 0.000146598295717 0.000338331578238 +ACTCAG 0.000255767239336 0.00015527002787 +CTTATT 0.000140360070367 0.000346789867694 +CACAGT 0.0002292547816 0.000195748984552 +AGCGAC 0.000517772704021 0.000167957462054 +TAAACA 0.0 0.000671829848216 +AGCGAA 0.000502177140647 0.000384248006713 +GAGGAT 0.00166560616836 0.000177019915043 +AGCGAG 0.000731431922247 0.000208436418736 +CGTATT 8.88947112325e-05 0.000209644745801 +TAAACG 0.0 0.000308727565142 +AGTTCC 0.000325947274519 0.000222332179985 +GTATGT 2.33933450612e-05 0.000377602207855 +AGTTCA 0.000146598295717 0.000262206973135 +TACTTA 5.14653591346e-05 0.000415664510407 +AGTTCG 0.000308792154808 0.00022354050705 +TAGCCC 0.0 0.000111770253525 +CTGTGA 9.35733802448e-06 0.000185478204498 +CGGGGT 7.1739591521e-05 7.12912968431e-05 +TAGGAC 0.0 0.000102103637004 +GCAAAG 0.000280720140734 0.000361893956008 +TAGGAA 0.0 0.000236832104767 +GCAAAA 0.000185587204152 0.000648267470446 +TAGGAG 0.0 0.000121436870046 +GCAAAC 0.000188706316827 0.000436206070514 +CGGGGC 0.000127883619668 8.15620768967e-05 +CGGGGA 9.51329365822e-05 0.000106332781732 +CTGTGT 0.000118526281643 0.000200582292813 +CGGGGG 2.18337887238e-05 4.8937246138e-05 +GTATGC 6.86204788462e-05 0.000146207574882 +AGTTCT 0.000123204950656 0.000248915375418 +GCAAAT 0.000219897443575 0.000518372310944 +TAGGAT 0.0 0.000134728467763 +TAATTA 0.0 0.00079991251712 +CTATTT 0.00012632406333 0.000436810234047 +TGCTTT 0.00018090853514 0.000376998044323 +GTCTAT 0.000198063654851 0.000153457537272 +GTAATT 0.000121645394318 0.000479101681327 +GTTACC 0.00022301655625 0.000114791071188 +GTTACA 0.000113847612631 0.000214478054062 +TAATTC 0.0 0.000383039679648 +GTTACG 0.000120085837981 0.000111770253525 +TATCGC 0.000338423725219 0.000172186606782 +TATAGT 4.83462464598e-05 0.00032926912525 +GTCTAA 9.35733802448e-06 0.000194540657487 +AGGACG 9.045426757e-05 0.000120228542981 +GTCTAC 0.000491260246285 0.000116603561786 +TGCTTC 0.000341542837893 0.000188499022161 +TTCAAA 0.000290077478759 0.000845828945596 +GGCGTT 0.000329066387194 0.000144395084284 +GGGCTC 6.70609225088e-05 8.69995486898e-05 +TATAGC 0.000107609387282 0.000204207274008 +TATCGT 0.000107609387282 0.000163124153793 +TATAGA 5.3024915472e-05 0.000367331427802 +AGTGGG 0.000135681401355 0.000184269877433 +TATAGG 6.86204788462e-05 0.000192124003357 +GTGGCG 0.000486581577273 0.00017883240564 +GTTACT 0.000120085837981 0.000157686682 +GCTCTC 0.00018090853514 0.000202998946943 +AACCTT 0.000165312971766 0.000201790619878 +GATGGC 0.00098875871792 0.000179436569173 +GCTCTG 0.000608226971591 0.00017641575151 +CCACGT 0.000176229866128 0.000121436870046 +CAATAT 0.0002292547816 0.000462789265947 +CAGGAG 0.00169367818243 0.000210248909334 +GAATGG 0.000204301880201 0.00021870719879 +GAATGA 6.23822534965e-06 0.000264623627265 +ACTACT 0.000112288056294 0.000261602809602 +GAATGC 0.000218337887238 0.000245894557755 +CCACGA 0.000109168943619 0.000126874341839 +CAATAC 0.000169991640778 0.00024468623069 +CCACGC 0.000182468091477 0.000237436268299 +CAATAA 7.79778168707e-06 0.000653704942239 +GTTCCG 0.000198063654851 0.000119624379449 +CAATAG 1.40360070367e-05 0.000230186305909 +CCACGG 8.10969295455e-05 0.000141374266621 +AACCTA 0.000160634302754 0.000213873890529 +GAATGT 8.73351548951e-05 0.000280936042644 +ACTACC 0.000154396077404 0.000146811738414 +GGCTTC 0.00063317987299 0.000151040883142 +ACTACA 0.000134121845018 0.000262811136667 +ACTACG 9.8252049257e-05 0.000130499323035 +GGCTTG 0.000311911267483 0.000169165789119 +CGTTGA 3.11911267483e-06 0.000186082368031 +AGTCAG 0.000302553929458 0.000162519990261 +CGTTGC 0.000124764506993 0.000177019915043 +TAACAC 0.0 0.000201186456345 +TCCTAC 0.00039768686604 0.000108749435862 +AGTCAC 0.000149717408392 0.000160103336131 +CGTTGG 9.35733802448e-05 0.000145603411349 +AGTCAA 0.000171551197115 0.000315977527533 +TCATCG 0.000344661950568 0.000182457386836 +TGAGGG 0.0 0.000122041033579 +TCATCC 0.000258886352011 0.00017399909738 +GAGCGG 0.000499058027972 0.000166144971456 +CTTTCT 7.32991478584e-05 0.000267644444928 +AGTCAT 0.000131002732343 0.000206623928138 +TCCTAT 0.000232373894275 0.000166749134989 +TAACAT 0.0 0.000335914924108 +CGTTGT 5.61440281469e-05 0.000175207424445 +CTTTCC 0.00022301655625 0.000210853072866 +CTTTCA 0.000110728499956 0.000303894256882 +CTTTCG 0.000191825429502 0.000238040431832 +GAGCGC 0.000912340457387 0.000160707499663 +GTTGAT 0.000213659218226 0.000266436117863 +CGACCA 0.000152836521066 0.000229582142376 +CGACCC 0.000235493006949 9.66661652109e-05 +GCATAC 0.000102930718269 0.000203603110476 +CGACCG 0.000149717408392 8.15620768967e-05 +CCTTAT 6.39418098339e-05 0.000140165939556 +GTTGAC 0.00018090853514 0.000175811587977 +GTTGAA 0.0002167783309 0.000334706597043 +ACTGGG 9.66924929196e-05 0.000109957762927 +GTTGAG 0.000329066387194 0.000209040582269 +TTAGGG 1.71551197115e-05 0.000118416052383 +CCTTAC 7.1739591521e-05 9.48536746132e-05 +TTCGAT 0.000776659056032 0.000386060497311 +CCTTAA 4.67866901224e-06 0.000228977978843 +CCTTAG 6.23822534965e-06 9.66661652109e-05 +CGACCT 6.86204788462e-05 0.000131103486567 +CAACTC 0.000179348978803 0.000231998796506 +CAACTA 0.000171551197115 0.000311144219273 +CAACTG 0.000709598133523 0.000323831653457 +AATAGG 8.26564858829e-05 0.000218103035257 +GATGGT 0.000461628675874 0.000135936794828 +GGGGTT 4.21080211102e-05 8.94162028201e-05 +GGATGT 0.000102930718269 0.00015043671961 +AATAGT 0.00018090853514 0.000335914924108 +GGGCTT 4.83462464598e-05 0.0001317076501 +CAACTT 0.000149717408392 0.000435601906982 +GGATGC 0.000198063654851 0.000132915977165 +GGATGA 4.67866901224e-06 0.000183061550368 +GGATGG 0.000148157852054 0.000142582593686 +GGGGTA 3.74293520979e-05 7.43121145059e-05 +TCTCCG 0.000157515190079 0.000140770103088 +GAGTCC 0.000589512295542 0.000146207574882 +AAACTG 0.000706479020848 0.000477289190729 +TCTCCC 0.000127883619668 0.000125666014774 +AAACTA 0.000221456999913 0.000680288137672 +TCTCCA 0.000149717408392 0.000201790619878 +AAACTC 0.000212099661888 0.000326248307587 +ACGCGA 0.000148157852054 0.000125061851242 +AGTACG 7.79778168707e-05 0.000105728618199 +ACGCGC 0.000226135668925 9.30411840155e-05 +AGTACC 0.000129443176005 0.000116603561786 +ACGCGG 0.000149717408392 9.84786558086e-05 +AGTACA 8.10969295455e-05 0.000220519689387 +AAACTT 0.000182468091477 0.000566101230017 +CCCTTC 0.00045227133785 0.000128686832437 +TCTCCT 7.64182605332e-05 0.000168561625587 +CCCTTG 0.000212099661888 9.66661652109e-05 +TTCTAT 0.00031970904917 0.000352227339487 +AGTACT 8.26564858829e-05 0.000227165488246 +ACGCGT 0.000123204950656 0.000107541108797 +GCCGAA 0.000616024753278 0.000216894708192 +GTGGAG 0.00167496350638 0.00019514482102 +GCCGAC 0.000544285161757 0.000175207424445 +GTGGAC 0.00108233209816 0.000138353448958 +GCCGAG 0.00122581128121 0.000169165789119 +GTGGAA 0.000639418098339 0.000301477602752 +TATCAT 0.000134121845018 0.000242873740092 +GTGGAT 0.000862434654589 0.000175811587977 +GCCATC 0.00100747339397 0.000232602960039 +GCCGAT 0.000754825267308 0.000147415901947 +CCTATT 0.000109168943619 0.000204811437541 +ACCCGG 0.000101371161932 0.000100895309939 +ACCGAG 0.000670609225088 0.000145603411349 +AAATCG 0.000380531746329 0.000555830449963 +CACGCG 0.000106049830944 0.000111166089993 +TTATCG 9.35733802448e-05 0.000210853072866 +ACCGAC 0.000383650859004 0.000128082668904 +AAATCC 0.000396127309703 0.000430164435189 +ACCGAA 0.000455390450525 0.000363706446606 +AAATCA 0.000226135668925 0.000822266567826 +GGCTTT 0.000304113485796 0.000210248909334 +CTTTGA 9.35733802448e-06 0.000321414999326 +AGATAC 6.86204788462e-05 0.000277311061449 +TCCCGA 0.000104490274607 0.000153457537272 +CACGCT 8.88947112325e-05 0.000175811587977 +AAATCT 0.00018714676049 0.00050568487676 +ACCGAT 0.000524010929371 0.000192124003357 +GTAGTT 8.57755985577e-05 0.000226561324713 +ACCAGT 0.000393008197028 0.000173394933847 +GATGAT 0.000966924929196 0.000287581841503 +GGAGCA 0.000477224239248 0.000253748683679 +GGAGCC 0.000665930556075 0.000138353448958 +CCGGCT 0.000268243690035 0.000123853524177 +CCAAAT 0.000268243690035 0.000522601455672 +GGAGCG 0.000327506830857 0.000174603260912 +AAAACT 0.000213659218226 0.000869391323366 +GATGAC 0.000918578682736 0.000207832255204 +TGTCCC 0.000215218774563 0.000137749285426 +GATGAA 0.000751706154633 0.000294831803893 +GATGAG 0.00144726828112 0.000206623928138 +AAAACC 0.000374293520979 0.000625913419741 +AAAACA 0.00022301655625 0.00125182683948 +AAAACG 0.000300994373121 0.000647059143381 +GGAGCT 0.0004460331125 0.000173394933847 +CCAAAG 0.000472545570236 0.000372768899595 +TCGCGG 0.000129443176005 9.2437020483e-05 +CTAGAG 0.000279160584397 0.000120832706514 +TCGCGC 0.000304113485796 0.000108749435862 +CTACCG 9.20138239074e-05 9.72703287435e-05 +GCCACA 0.000525570485708 0.000267644444928 +AGATCA 7.32991478584e-05 0.000231998796506 +GCCACC 0.00136617135157 0.000203603110476 +AGAAAT 0.000188706316827 0.000686329772998 +TCCCGG 0.000141919626705 0.000151645046675 +GCGCTT 9.8252049257e-05 0.000158895009065 +GCCACG 0.000566118950481 0.000160707499663 +AGATCG 0.000106049830944 0.000217498871725 +ACCAGC 0.000695562126486 0.000249519538951 +TCGCGT 0.000160634302754 0.000158290845533 +GTGCAA 0.000360257513942 0.000291206822698 +TCCCAT 0.000213659218226 0.000266436117863 +ACCCGT 0.000118526281643 9.90828193412e-05 +AGAAAG 0.000207420992876 0.000378206371388 +CTAGAC 0.000151276964729 9.36453475481e-05 +AGAAAC 0.000194944542177 0.000466414247143 +ATGTCC 0.000559880725131 0.000145603411349 +AGAAAA 0.000118526281643 0.00101076558999 +CTACCC 0.000179348978803 9.00203663527e-05 +ATGTAC 0.000464747788549 0.00028456102384 +GACCGA 0.000102930718269 0.000139561776023 +ATGTAA 7.79778168707e-06 0.00046581008361 +TATGTG 0.000538046936408 0.000367331427802 +ATGTAG 1.40360070367e-05 0.000212061399931 +CCTATA 5.77035844843e-05 0.000161311663196 +CGAAGT 9.8252049257e-05 0.000192728166889 +CCGGCA 0.000272922359047 0.000154665864337 +GACGAC 0.000917019126399 0.000186082368031 +CCTATC 5.45844718095e-05 0.000123249360644 +ATGTAT 0.00018090853514 0.00064222583512 +ATTAGA 5.14653591346e-05 0.000269456935525 +GGCGTC 0.000413282429414 9.42495110807e-05 +GACCGG 0.000101371161932 7.12912968431e-05 +AGCACT 0.000285398809747 0.000256165337809 +TTAGAA 7.32991478584e-05 0.000328664961717 +CGGCTG 0.000316589936495 0.000139561776023 +TTAGAC 7.64182605332e-05 0.000123249360644 +CGGCTC 0.000135681401355 0.000135936794828 +TTAGAG 8.57755985577e-05 0.000189707349226 +CGGCTA 7.64182605332e-05 0.000125061851242 +AGCACC 0.000690883457474 0.000186686531564 +AGCACA 0.00030723259847 0.000278519388514 +AGCACG 0.000268243690035 0.000133520140698 +GGTCGG 7.79778168707e-05 8.57912216247e-05 +CGGCTT 4.5227133785e-05 0.000144395084284 +TTAGAT 0.000140360070367 0.000361289792476 +AAAGAC 0.000210540105551 0.000299665112154 +CGAAGC 8.73351548951e-05 0.000192124003357 +AAAGAA 0.000299434816783 0.000970286633305 +AAAGAG 0.000435116218138 0.000412643692744 +ATATCA 0.000120085837981 0.000372164736062 +GCGCTG 0.000545844718095 0.000160707499663 +TCGCTA 0.000157515190079 0.000126270178307 +TGTGAG 0.000159074746416 0.000194540657487 +TGTGAA 0.000123204950656 0.000389081314974 +CTACCT 5.14653591346e-05 0.000122041033579 +TGTGAC 0.000129443176005 0.000164936644391 +ATATCT 8.73351548951e-05 0.000380018861985 +CCAGCT 0.000375853077317 0.000301477602752 +AAAGAT 0.000318149492832 0.000447081014101 +TGTGAT 0.000140360070367 0.000298456785089 +TTATTG 7.48587041958e-05 0.000503872386162 +TTATTA 5.14653591346e-05 0.000810183297174 +GAAAGC 0.000335304612544 0.000347394031227 +TTATTC 7.01800351836e-05 0.000359477301878 +ACATCT 0.000148157852054 0.000218103035257 +TTTTAT 0.000116966725306 0.00127538921725 +CTTACT 7.79778168707e-05 0.00015285337374 +AGACGC 9.045426757e-05 0.000109353599395 +TACAAA 0.000338423725219 0.000678475647074 +AGACGA 6.86204788462e-05 0.000216894708192 +AAGTGA 2.96315704108e-05 0.000433789416384 +CCTCTG 0.000263565021023 0.000166144971456 +AGGTGG 2.80720140734e-05 0.000151040883142 +CCTCTC 5.45844718095e-05 0.000164332480859 +AGGTGC 5.92631408217e-05 0.000121436870046 +CCTCTA 7.64182605332e-05 0.000115999398253 +AGGTGA 4.67866901224e-06 0.000157686682 +CTTACG 9.20138239074e-05 0.000106936945265 +TCCACA 0.000349340619581 0.000338935741771 +TTTTAG 7.79778168707e-06 0.000562476248821 +AGACGT 7.79778168707e-05 0.000111770253525 +CTTACC 0.000185587204152 0.000105728618199 +ACATCA 0.000204301880201 0.000313560873403 +CTTACA 7.1739591521e-05 0.000238040431832 +ACATCC 0.000268243690035 0.000188499022161 +AGGTGT 2.18337887238e-05 0.000129895159502 +CCTCTT 7.01800351836e-05 0.000185478204498 +GCGTGA 6.23822534965e-06 0.0001317076501 +CCCGGC 0.00045227133785 0.000120228542981 +CCCGGA 0.00031970904917 0.000114186907655 +CCCGGG 8.57755985577e-05 0.000126270178307 +TATGAA 0.000205861436539 0.000457955957687 +TGGAAT 0.000177789422465 0.000303290093349 +TAGGTG 0.0 0.000112374417058 +TTGTGC 0.000160634302754 0.000296040130958 +TATGAT 0.000226135668925 0.000375789717258 +TTGTGG 0.000141919626705 0.000251332029548 +CCCGGT 0.000198063654851 8.88120392875e-05 +GGCGTG 0.000541166049082 0.000141374266621 +TAGGTA 0.0 0.000212665563464 +GGTTTT 0.000116966725306 0.000378206371388 +TATCAC 0.000182468091477 0.000166144971456 +TGGAAA 0.000141919626705 0.000497226587304 +TGAGGA 0.0 0.000162519990261 +AAGAGG 0.000238612119624 0.000209040582269 +TGAGGC 0.0 0.000113582744123 +AAGAGA 0.000176229866128 0.000355852320683 +AAGAGC 0.000728312809572 0.000268852771993 +AAGCGT 0.000388329528016 0.000199373965748 +GCTTAG 6.23822534965e-06 0.000160103336131 +GCTTAC 0.000127883619668 0.000138353448958 +GCTTAA 7.79778168707e-06 0.000325039980522 +TGATTC 0.0 0.000250727866016 +AAGCGC 0.000792254619406 0.000227769651778 +AAGAGT 0.000343102394231 0.000297852621556 +AAGCGA 0.000508415365997 0.00035283150302 +AAGCGG 0.000475664682911 0.00019997812928 +GCTTAT 0.00013256228868 0.000248311211886 +GTTCGG 6.39418098339e-05 0.000145603411349 +CTGCTA 0.000279160584397 0.000165540807924 +GCGTGT 4.5227133785e-05 0.000249519538951 +CTGCTC 0.00098875871792 0.000219915525855 +ACTTCT 0.000104490274607 0.000234415450637 +GACCGT 0.000121645394318 7.73329321687e-05 +CTGCTG 0.00183559780914 0.000269456935525 +CGGTCA 4.36675774476e-05 9.66661652109e-05 +GGTCGT 0.000201182767526 9.18328569504e-05 +CGGTCC 8.88947112325e-05 9.30411840155e-05 +CTAGAA 0.000149717408392 0.000227165488246 +CGGTCG 6.70609225088e-05 9.06245298853e-05 +ACTTCG 0.000185587204152 0.000207832255204 +GACCGC 0.000247969457649 0.000163124153793 +TTTTGG 0.000115407168969 0.000574559519472 +ACTTCC 0.000224576112587 0.000172186606782 +CTGCTT 0.000335304612544 0.000177019915043 +ACTTCA 0.000159074746416 0.000282144369709 +CTAGAT 0.000179348978803 0.000131103486567 +CACAAA 0.00030723259847 0.000608392677296 +CGGTCT 3.11911267483e-05 8.3978731027e-05 +GGTCGC 0.000430437549126 0.000105728618199 +GGTCGA 0.000124764506993 9.78744922761e-05 +CGTCGC 0.000378972189991 0.000138353448958 +CAGCAT 0.000589512295542 0.000258581991939 +TGAAGC 0.0 0.000235623777702 +CGTCGG 0.000109168943619 0.000187290695096 +TGGTTG 0.000129443176005 0.000299665112154 +GCGTGC 7.32991478584e-05 0.000132915977165 +TGCTCA 9.35733802448e-05 0.000181249059771 +TTCATC 0.00068152611945 0.000235623777702 +TGCTCC 0.00036181707028 0.000181249059771 +TTCATA 0.000198063654851 0.000391497969104 +TTCATG 0.00048814113361 0.000184269877433 +TGCTCG 0.000185587204152 0.000184874040966 +GTACAA 9.045426757e-05 0.000251332029548 +CAGCAG 0.00409383538571 0.000655517432837 +TACACT 0.000120085837981 0.000226561324713 +GCTTTG 0.000360257513942 0.000231394632974 +CAGCAC 0.000795373732081 0.00024468623069 +CAGCAA 0.0015174483163 0.000569122047679 +GGGAGT 2.96315704108e-05 0.00010814527233 +GTACAC 8.42160422203e-05 0.000151645046675 +TGATTT 0.0 0.000700225534247 +TTCATT 0.000352459732255 0.000499643241434 +GTAGCC 0.000215218774563 0.00012929099597 +GCTGCC 0.000870232436277 0.000244082067158 +GCTGCA 0.000399246422378 0.000289998495633 +AACTCT 0.000179348978803 0.000270061099058 +GCTGCG 0.00027136280271 0.00017641575151 +TGGCCA 0.000131002732343 0.000360685628943 +GTAGCA 8.57755985577e-05 0.000160103336131 +TCATCT 0.000110728499956 0.000201790619878 +TGCTCT 9.8252049257e-05 0.000235019614169 +AACTCA 0.000243290788636 0.000308727565142 +TGGCCT 3.74293520979e-05 0.000204207274008 +AACTCC 0.000564559394144 0.000179436569173 +GCTGCT 0.000619143865953 0.000298456785089 +AACTCG 0.000573916732168 0.000189103185694 +CTACAA 0.000101371161932 0.000285165187372 +GGATCC 0.000550523387107 0.000168561625587 +TGAAGA 0.0 0.000349810685357 +AATATT 0.00030723259847 0.00117026476258 +GTTCGA 9.51329365822e-05 0.000326248307587 +CAACCT 9.045426757e-05 0.000143790920751 +TGGCCG 0.000101371161932 0.000178228242108 +GGCACG 0.000276041471722 0.000102707800537 +GGAGGA 0.000683085675787 0.000280331879112 +GGCACA 0.000300994373121 0.000182457386836 +GACAAT 0.000609786527929 0.000245894557755 +GGCACC 0.000790695063068 0.000126270178307 +CAACCG 0.000285398809747 0.000165540807924 +ACGACC 0.000191825429502 0.00017883240564 +AATATG 0.000383650859004 0.00043983105171 +CAACCC 0.0002292547816 0.000167353298521 +TTAGGA 6.23822534965e-05 0.000192124003357 +AATATC 0.000354019288593 0.000433789416384 +GACAAA 0.000466307344887 0.000388477151441 +GGCACT 0.000350900175918 0.000149228392544 +GACAAC 0.0009045426757 0.000228373815311 +ACGACA 0.000212099661888 0.000221728016453 +GACAAG 0.0014254344924 0.000192728166889 +TGGCCC 9.35733802448e-05 0.000159499172598 +GCAATC 0.000121645394318 0.000256769501342 +GCAATA 8.42160422203e-05 0.000366123100736 +GAATTT 0.000244850344974 0.000586642790124 +TTGAAC 0.000336864168881 0.000334706597043 +CGATGG 6.55013661714e-05 0.000132311813632 +GTTCCC 0.000255767239336 0.00015285337374 +CGATGC 7.64182605332e-05 0.000162519990261 +GTAAAT 0.00017467030979 0.000548580487572 +CGATGA 3.11911267483e-06 0.000193332330422 +GAATTA 0.000109168943619 0.000363102283074 +GAATTC 0.000382091302666 0.000275498570851 +GAATTG 0.000407044204065 0.000331081615847 +GTAAAC 0.000193384985839 0.000264019463732 +CGATGT 5.3024915472e-05 0.000175811587977 +GTAAAA 0.000140360070367 0.000631350891534 +GTAAAG 0.000293196591434 0.000259186155472 +TCCCAG 0.000469426457561 0.000163728317326 +GGATTT 0.000291637035096 0.000280936042644 +GTGCGT 0.000266684133698 0.000216894708192 +ACGCCG 0.000414841985752 0.000133520140698 +GGATTC 0.000514653591346 0.000187290695096 +GGATTA 0.000106049830944 0.000184269877433 +GGATTG 0.000360257513942 0.000165540807924 +AGCGGC 0.000653454105376 0.000190311512759 +ACGCCA 0.000354019288593 0.000148020065479 +AAAGCC 0.000272922359047 0.000346789867694 +TCTGTG 0.0002292547816 0.000254957010744 +CTATCC 0.000219897443575 0.000131103486567 +GTCCCG 5.14653591346e-05 9.12286934178e-05 +TACAAT 0.000511534478672 0.000443456032905 +AACCGG 0.000149717408392 0.000113582744123 +CTCCTT 0.000123204950656 0.000138353448958 +GGCGGA 0.000782897281381 0.000169165789119 +AACCGC 0.000333745056206 0.000168561625587 +AACCGA 0.000173110753453 0.000297248458024 +GTGGGA 0.000372733964642 0.000131103486567 +TACCCA 0.000106049830944 0.000192124003357 +TCTGTT 0.00012632406333 0.000282748533242 +AAAGCG 0.00018714676049 0.000384248006713 +CTCCTG 0.000433556661801 0.000166144971456 +AACCGT 0.000145038739379 0.000140770103088 +CTCCTA 8.42160422203e-05 9.00203663527e-05 +CTCCTC 0.000199623211189 0.000228977978843 +GGCGGT 0.000665930556075 0.000123249360644 +AACAAG 0.00124452595726 0.000425331126928 +CCCACG 0.000477224239248 0.000149228392544 +AACAAC 0.00147845940787 0.000833141511412 +AACAAA 0.000483462464598 0.00135151382236 +TACTTC 0.000575476288505 0.000199373965748 +AGCCTT 0.000116966725306 0.000156478354935 +CCGATT 0.000179348978803 0.000207832255204 +CCCACT 0.000389889084353 0.000187894858629 +AACAAT 0.000892066225 0.00070807966017 +GACGCT 0.000148157852054 8.15620768967e-05 +AGCGGT 0.000288517922421 0.000149228392544 +CCGATA 6.70609225088e-05 0.000194540657487 +AGCCTG 0.000531808711058 0.000123249360644 +AGCCTA 0.000134121845018 0.000127478505372 +AGCCTC 0.000148157852054 0.000115999398253 +GTACCC 0.000140360070367 9.18328569504e-05 +CTCCCG 5.77035844843e-05 7.18954603756e-05 +TAGGCT 0.0 0.000105124454667 +ACGAAT 0.000237052563287 0.000297248458024 +CGCCTT 0.000145038739379 0.00015285337374 +AGGCAT 6.86204788462e-05 0.000178228242108 +CAGAGT 0.000339983281556 0.000171582443249 +GCATCT 0.000185587204152 0.000192124003357 +CTCCCA 5.3024915472e-05 0.000144395084284 +ACGAAA 0.00018090853514 0.000587246953656 +CGCCTC 0.000208980549213 0.000126874341839 +AGGCAA 0.000102930718269 0.000282748533242 +CGCCTA 0.000113847612631 9.78744922761e-05 +AGGCAG 0.000221456999913 0.000270061099058 +CGCCTG 0.000656573218051 0.000132311813632 +ACGAAG 0.000268243690035 0.000203603110476 +CAGAGG 0.000212099661888 0.000208436418736 +GCATCC 0.000383650859004 0.000174603260912 +GCATCA 0.000198063654851 0.000198165638682 +CAGAGC 0.000667490112413 0.000190311512759 +CGGCCA 0.000112288056294 0.00022112385292 +CAGAGA 0.000166872528103 0.000236227941234 +CGGCAC 0.00018714676049 0.000121436870046 +CCTAGA 4.67866901224e-05 0.000111166089993 +CCTAGC 7.64182605332e-05 9.72703287435e-05 +TTTGCT 0.000219897443575 0.000436810234047 +TAGCTC 0.0 0.000189103185694 +TGCGGT 0.000154396077404 0.000125666014774 +CCTAGG 2.49529013986e-05 5.07497367357e-05 +TAAGCA 0.0 0.000369748081932 +GTCTAG 1.8714676049e-05 0.000146811738414 +TGCGGC 0.000419520654764 0.000170374116184 +TGCGGA 0.000244850344974 0.000149832556077 +CCTAGT 5.92631408217e-05 8.8207875755e-05 +TGCGGG 6.23822534965e-05 9.66661652109e-05 +TAAGCG 0.0 0.000171582443249 +TGAGTT 0.0 0.0002634153002 +TAGCTG 0.0 0.000215686381127 +ATCGCT 0.000179348978803 0.000194540657487 +TCTCGT 7.95373732081e-05 0.000186082368031 +ATCGCC 0.000625382091303 0.000193936493954 +TGAGTG 0.0 0.000205415601073 +ATCGCA 0.000185587204152 0.000248915375418 +TGAGTA 0.0 0.000241665413027 +ATCGCG 0.000120085837981 0.000144999247816 +TGAGTC 0.0 0.000106332781732 +AAGGTG 0.00111508278125 0.000188499022161 +ACGGCT 0.000237052563287 0.00011297858059 +CATCAT 0.000366495739292 0.000288790168568 +AAGGTA 0.000205861436539 0.000149832556077 +TTTATT 0.000246409901311 0.00128143085258 +ACGGCA 0.000266684133698 0.000222332179985 +CATCAC 0.000363376626617 0.000204811437541 +ACGGCC 0.000561440281469 0.000105124454667 +CATCAA 0.000208980549213 0.000365518937204 +CATCAG 0.000556761612456 0.000231394632974 +ACGGCG 0.00040392509139 0.000117811888851 +TCACCT 9.98116055944e-05 0.000144999247816 +TCTAAG 0.000166872528103 0.000230186305909 +TCGTTT 0.000123204950656 0.000380018861985 +CGGAAT 0.000207420992876 0.000193936493954 +CTCATG 0.000269803246372 0.00010814527233 +TCACCG 0.000238612119624 0.000188499022161 +TCACCA 0.000199623211189 0.000224144670583 +TCACCC 0.0002167783309 0.000143790920751 +CGGAAG 0.000241731232299 0.000193936493954 +AATATA 0.000272922359047 0.00101982804298 +CGGCCT 4.67866901224e-05 8.15620768967e-05 +CGGAAC 0.000165312971766 0.000132915977165 +CGGAAA 0.000163753415428 0.000286373514437 +TAGCTT 0.0 0.000241061249495 +ATGGCG 0.000335304612544 0.000128082668904 +TGTGTA 3.89889084353e-05 0.000405393730353 +ATGGCC 0.000893625781338 0.000205415601073 +ATGGCA 0.000280720140734 0.000288790168568 +TCCAAT 0.000586393182867 0.000276102734384 +ATGGCT 0.000316589936495 0.000190311512759 +TGTGTT 8.10969295455e-05 0.000417477001005 +TTGTCG 0.000199623211189 0.000181249059771 +GAACAT 0.000143479183042 0.000281540206177 +AGATTA 4.21080211102e-05 0.000256165337809 +AGATTC 0.000116966725306 0.000250727866016 +GAAACA 0.000296315704108 0.000503872386162 +AGATTG 9.66924929196e-05 0.000245894557755 +CTGAGT 0.000318149492832 0.000141978430154 +GAAACT 0.000296315704108 0.0003951229503 +AGAATG 9.20138239074e-05 0.000228977978843 +AGAATA 5.61440281469e-05 0.000390289642039 +AGAATC 9.20138239074e-05 0.000256165337809 +CTGAGC 0.000550523387107 0.000172186606782 +CTGAGA 0.000159074746416 0.000171582443249 +CTGAGG 0.000241731232299 9.78744922761e-05 +CATACC 7.79778168707e-05 0.000216290544659 +CATACA 7.48587041958e-05 0.000412643692744 +CATACG 0.00012632406333 0.000166749134989 +TCAAAT 0.000237052563287 0.00063980918099 +GTCCAT 0.000148157852054 0.000151645046675 +ACATAG 1.40360070367e-05 0.000189707349226 +CATACT 5.45844718095e-05 0.000187290695096 +GTCCAG 0.000522451373033 0.000128686832437 +TCAAAG 0.00030723259847 0.000383643843181 +CACGAG 0.000603548302579 0.000108749435862 +GTCCAC 0.000219897443575 0.000198165638682 +GCAATG 0.000251088570324 0.000237436268299 +CGGCGG 0.000127883619668 0.000175811587977 +TTGATG 0.000247969457649 0.000311144219273 +CTCATT 0.000219897443575 0.000238644595364 +CGGCGC 0.000199623211189 8.76037122224e-05 +TTGATC 0.000243290788636 0.00020239478341 +CGGCGA 0.000151276964729 0.000148020065479 +TCCAAG 0.00104958141508 0.0002634153002 +CTATCT 8.88947112325e-05 0.000165540807924 +TTGATT 0.0002167783309 0.000567913720614 +CGGCGT 9.98116055944e-05 9.72703287435e-05 +TATAAG 0.000177789422465 0.000358873138346 +TGACTT 0.0 0.000253144520146 +TCACAG 0.000297875260446 0.000190311512759 +CGGTTA 3.74293520979e-05 0.000180040732705 +GGTTTA 5.92631408217e-05 0.000202998946943 +CGGTTC 0.000104490274607 0.000180644896238 +GCTGTT 0.000230814337937 0.000303290093349 +TTTACA 9.8252049257e-05 0.000502059895564 +CGGTTG 0.000106049830944 0.000137749285426 +GGTTTG 0.000149717408392 0.000162519990261 +TATAAA 8.10969295455e-05 0.000984786558086 +CGTACG 6.86204788462e-05 6.82704791802e-05 +GCTGTG 0.000491260246285 0.000180040732705 +GCTGTC 0.000221456999913 0.000144395084284 +CGGTTT 6.23822534965e-05 0.000182457386836 +GCTGTA 0.000131002732343 0.000173394933847 +GGGAGG 1.71551197115e-05 9.36453475481e-05 +TCATAG 3.11911267483e-06 0.000142582593686 +TATGCG 0.00026512457736 0.00015043671961 +TCTCAA 9.35733802448e-05 0.000260394482537 +AGGTTG 5.61440281469e-05 0.000135332631295 +GCATTT 0.000198063654851 0.00053166390866 +AGGTTC 7.48587041958e-05 0.000128686832437 +AGGTTA 4.21080211102e-05 0.000138957612491 +ACTCCT 0.000168432084441 0.00012929099597 +TTTTTC 0.000157515190079 0.000792058391197 +GAGGGC 0.00101839028833 0.000107541108797 +TTTTTA 7.48587041958e-05 0.00128505583377 +TCCTCT 0.000148157852054 0.000196353148085 +TTTTGT 7.64182605332e-05 0.000987807375749 +GAGGGG 0.000124764506993 8.8207875755e-05 +TTAAAT 0.000159074746416 0.00122101449932 +AGGTTT 5.3024915472e-05 0.000230790469441 +ACATAT 0.000134121845018 0.000688142263595 +TTAAAC 0.000124764506993 0.000540122198116 +TTAAAA 0.000143479183042 0.00132009731866 +ACTCCG 0.00030723259847 0.00010814527233 +TTAAAG 0.000190265873164 0.0005268306004 +ACTCCA 0.000241731232299 0.000231394632974 +TTTTTT 9.51329365822e-05 0.00233690454397 +ACTCCC 0.000238612119624 0.000111770253525 +CTGTAA 1.40360070367e-05 0.000274290243786 +GTCACG 0.000169991640778 8.57912216247e-05 +CTGTAC 0.000555202056119 0.000149832556077 +GCAACT 0.000184027647815 0.00028697767797 +GCAATT 0.000146598295717 0.000500851568499 +CTGTAG 1.24764506993e-05 0.000127478505372 +GTCACA 0.000177789422465 0.000216290544659 +GCAACG 0.00022301655625 0.000243477903625 +GTCACT 0.000188706316827 0.000132915977165 +TAGGCG 0.0 7.91454227665e-05 +GCAACC 0.00017467030979 0.000191519839824 +CTGTAT 0.0002167783309 0.000189707349226 +GCAACA 0.000394567753366 0.000538913871051 +TAGGCC 0.0 6.70621521151e-05 +TGGTTC 0.000310351711145 0.000216290544659 +ATTCAT 0.000159074746416 0.000352227339487 +TCCCAC 0.000246409901311 0.000164332480859 +GCGATT 0.000193384985839 0.000190915676292 +TCGTGT 6.08226971591e-05 0.000181853223303 +TGAATT 0.0 0.000491789115511 +GTCTCT 0.000101371161932 0.000146811738414 +TCCGTG 0.000511534478672 0.000146811738414 +ATTCAG 0.000441354443488 0.000257977828407 +ATTCAA 0.000255767239336 0.000648267470446 +ATTCAC 0.000232373894275 0.000241061249495 +GTCTCC 0.000299434816783 0.000106936945265 +GTCTCA 0.000115407168969 0.000106332781732 +GCGATG 0.000251088570324 0.000138353448958 +GTCTCG 0.000193384985839 7.61246051036e-05 +GCGATA 7.79778168707e-05 0.000154061700805 +TCGTGC 0.000120085837981 0.000109957762927 +GCGATC 0.000202742323864 0.000156478354935 +CGATTG 0.000232373894275 0.000227165488246 +TCTACA 9.51329365822e-05 0.000195748984552 +GAAGGA 0.000262005464685 0.000276706897916 +CGATTC 0.000262005464685 0.000229582142376 +CGATTA 4.36675774476e-05 0.000235623777702 +CAATCT 0.000148157852054 0.000210248909334 +GGAACA 0.000191825429502 0.000277311061449 +GGAACG 0.000233933450612 0.000143186757219 +TGACGA 0.0 0.000146811738414 +TACTGC 0.000299434816783 0.000148020065479 +CGATTT 0.000131002732343 0.000356456484215 +GAAGGT 0.000212099661888 0.000154665864337 +CTCGCT 8.57755985577e-05 0.000201186456345 +CAATCG 0.000332185499869 0.00024710288482 +CAATCA 0.000179348978803 0.000358873138346 +CAATCC 0.000252648126661 0.000208436418736 +TCCTGA 6.23822534965e-06 0.000169769952652 +AGTCCA 0.000224576112587 0.000184874040966 +TCCTGC 0.000290077478759 0.000160103336131 +AGTCCC 0.00041016331674 0.000131103486567 +ACTAAA 0.000124764506993 0.000507497367357 +TCCTGG 0.000227695225262 0.000199373965748 +ACTAAC 8.42160422203e-05 0.000217498871725 +TAACGC 0.0 0.000146207574882 +CAGCTG 0.00158139012614 0.000383039679648 +CAGCTA 0.000315030380157 0.000225352997648 +CAGCTC 0.000389889084353 0.000216894708192 +ACTAAT 0.000120085837981 0.00031295670987 +AGTCCT 0.000188706316827 0.000183665713901 +TCCTGT 0.000118526281643 0.000184874040966 +TAATGT 0.0 0.000373373063127 +CAGCTT 0.000266684133698 0.00022112385292 +GGTTAG 1.24764506993e-05 0.000200582292813 +TAACGT 0.0 0.000154665864337 +ACGGAC 0.00045227133785 0.000122041033579 +GTACTT 6.08226971591e-05 0.000285769350905 +CGACAT 0.000115407168969 0.000153457537272 +TTGTTC 0.000191825429502 0.000347394031227 +CCGAGG 8.57755985577e-05 0.000120228542981 +CCGAGA 6.39418098339e-05 0.000154665864337 +ACGGAA 0.000408603760402 0.000253748683679 +CCGAGC 0.000166872528103 0.000144395084284 +CCGCGT 0.000185587204152 0.000141978430154 +CGACAC 0.00013880051403 0.000107541108797 +CGACAA 0.000123204950656 0.000231998796506 +CGACAG 0.000327506830857 0.000186686531564 +GTACTA 4.99058027972e-05 0.00013654095836 +CCGCGC 0.000280720140734 8.51870580921e-05 +ACGGAG 0.000757944379983 0.000131103486567 +CCGCGA 0.000137240957692 7.79370957013e-05 +TACGCA 0.000106049830944 0.000181249059771 +CCGCGG 7.79778168707e-05 7.5520441571e-05 +TTGTTT 0.00013256228868 0.000929807676623 +GCATAT 0.000101371161932 0.00035283150302 +TCCGTT 0.000213659218226 0.000160707499663 +AGGAAC 0.000230814337937 0.000218103035257 +AATAAC 0.0004460331125 0.000474872536599 +AATAAA 0.000224576112587 0.00174422011852 +AATAAG 0.00031970904917 0.000391497969104 +TACTAA 2.02742323864e-05 0.000253144520146 +TGGAAG 0.000396127309703 0.000218103035257 +AATAAT 0.000433556661801 0.00123430609704 +ACGGTG 0.000514653591346 0.000114186907655 +CCAACC 0.000182468091477 0.000219915525855 +CCAACA 0.000227695225262 0.000328060798185 +TTATGC 4.21080211102e-05 0.000226561324713 +CCAACG 0.000268243690035 0.000246498721288 +GGGATT 7.32991478584e-05 0.00013654095836 +CGCCGC 0.000332185499869 0.000180040732705 +AGTAAA 0.000131002732343 0.000520788965074 +CGCCGA 0.000102930718269 0.000143186757219 +AGTAAC 0.000127883619668 0.000215082217594 +CGCCGG 0.000160634302754 0.000116603561786 +GAGTAA 1.55955633741e-05 0.000248311211886 +AGTAAG 9.8252049257e-05 0.000175811587977 +CTCAGG 0.000102930718269 9.30411840155e-05 +CTCAGC 0.000430437549126 0.000178228242108 +CCAACT 0.000237052563287 0.00031054005574 +GAGTAT 0.000368055295629 0.000170374116184 +GCTTCA 0.000143479183042 0.000224748834115 +GTGTAG 6.23822534965e-06 0.000151645046675 +TCGAGC 0.000240171675962 0.000184874040966 +AGTAAT 0.000168432084441 0.000303290093349 +GTGTAC 0.00030723259847 0.000175811587977 +CGCCGT 0.000152836521066 0.000126270178307 +GTGGCA 0.000430437549126 0.000250727866016 +CATATT 0.000107609387282 0.00059510107958 +CTCGGA 0.000135681401355 0.000121436870046 +CTCGGC 0.000255767239336 0.000129895159502 +GCCGCC 0.0013505757882 0.00019514482102 +GCCGCA 0.000377412633654 0.000170978279717 +GCCGCG 0.000196504098514 0.000108749435862 +TATTGA 9.35733802448e-06 0.000356456484215 +ACACTT 9.20138239074e-05 0.000356456484215 +CATATG 0.00013880051403 0.000407206220951 +TCGCTC 0.000227695225262 0.000184269877433 +CATATC 0.00013256228868 0.000254352847211 +CATATA 8.42160422203e-05 0.000627725910339 +GTCAGC 0.000417961098427 0.000138957612491 +TACTAC 0.000545844718095 0.000180040732705 +ACACTC 0.000104490274607 0.000186082368031 +ACACTA 9.35733802448e-05 0.000222936343518 +ACACTG 0.000335304612544 0.000193936493954 +GCCGCT 0.000503736696984 0.000146811738414 +ACCGGA 0.000252648126661 0.000111770253525 +AAATAA 3.11911267483e-05 0.00160949165076 +ACCGGC 0.000411722873077 8.63953851573e-05 +AAATAC 0.000352459732255 0.000668204867021 +CTTTAA 9.35733802448e-06 0.00051051818502 +ACCGGG 6.86204788462e-05 6.04163532568e-05 +AAATAG 2.02742323864e-05 0.000463997593012 +AACTTA 8.42160422203e-05 0.000425331126928 +CAGGTA 0.000137240957692 0.000103311964069 +AACTTC 0.000650334992701 0.000314769200468 +CAGGTC 0.000346221506906 9.90828193412e-05 +CACGAC 0.000399246422378 0.000102103637004 +CACGAA 0.000299434816783 0.000229582142376 +CAGGTG 0.00103866452072 0.000126874341839 +CTTTAT 0.000102930718269 0.000341956559434 +AATCCC 0.000731431922247 0.000237436268299 +AATCCA 0.000357138401268 0.000365518937204 +AAATAT 0.000263565021023 0.00137205538246 +AATCCG 0.000587952739205 0.000235019614169 +CACGAT 0.000449152225175 0.000119624379449 +CAGGTT 0.00022301655625 0.000148624229012 +AACTTT 0.000555202056119 0.00059751773371 +TCTGTC 7.64182605332e-05 0.000180644896238 +GGGATA 2.96315704108e-05 0.000112374417058 +GGGATC 9.98116055944e-05 0.000128686832437 +GGGTGT 2.33933450612e-05 0.000122041033579 +GGAGAT 0.000336864168881 0.00017883240564 +GATGCT 0.00041016331674 0.000146207574882 +CGCAGT 0.000335304612544 0.000172790770315 +GAGTCG 0.000495938915297 0.000121436870046 +GAGCCT 0.00018714676049 9.96869828738e-05 +GGAGAC 0.000215218774563 0.000144999247816 +GGCGGC 0.0011337974573 0.000206019764606 +GGAGAA 0.000286958366084 0.000261602809602 +GGGTGC 3.11911267483e-05 0.000103916127602 +GGAGAG 0.000371174408304 0.000166749134989 +TGGAAC 0.000276041471722 0.000205415601073 +GGGTGG 2.02742323864e-05 0.000124457687709 +GAGCCA 0.000469426457561 0.000201186456345 +CGCAGG 0.000154396077404 0.000105728618199 +GATGCG 0.000475664682911 0.000135332631295 +CGCAGA 0.000110728499956 0.00020239478341 +GATGCA 0.000413282429414 0.000199373965748 +CGCAGC 0.000553642499782 0.000256769501342 +GATGCC 0.00115095257701 0.000177019915043 +CGGATT 0.000109168943619 0.000175811587977 +GGTAGT 0.000135681401355 0.000111770253525 +ACCCCT 4.05484647727e-05 0.000100895309939 +GCCAAT 0.000974722710883 0.000276102734384 +GGCGGG 0.00017467030979 8.57912216247e-05 +AGAAGT 9.98116055944e-05 0.000280331879112 +ACCCCA 0.000115407168969 0.000193936493954 +GGTAGA 3.27506830857e-05 0.000143186757219 +ACCCCC 0.000143479183042 0.000106936945265 +CGGATG 0.00018090853514 0.000146207574882 +GCCAAG 0.00196816009782 0.000278519388514 +CGGATA 6.55013661714e-05 0.000157686682 +ACCCCG 0.000131002732343 7.43121145059e-05 +CGGATC 0.000155955633741 0.000181853223303 +AGAAGA 8.73351548951e-05 0.000411435365679 +AGAAGC 9.66924929196e-05 0.000303290093349 +GCAAGA 6.23822534965e-05 0.000234415450637 +AGAAGG 6.39418098339e-05 0.000279123552047 +CACTCC 0.000238612119624 0.00015527002787 +CACTCA 0.000129443176005 0.00024710288482 +CACTCG 0.000363376626617 0.000146207574882 +TGCGTT 0.000121645394318 0.000214478054062 +TCAGCT 0.000208980549213 0.000218103035257 +AGCTTT 0.000310351711145 0.000285769350905 +CCCCGG 5.61440281469e-05 9.78744922761e-05 +TGCGTA 6.23822534965e-05 0.000155874191403 +CCCCGC 0.000143479183042 0.000102103637004 +CACTCT 0.000109168943619 0.000148624229012 +AGCTTC 0.000485022020935 0.000177624078575 +AGCTTA 8.57755985577e-05 0.000256165337809 +AGCTTG 0.000263565021023 0.000181853223303 +TTAGCT 8.88947112325e-05 0.000271873589656 +TTAGCC 0.000110728499956 0.000161311663196 +GCACTG 0.000430437549126 0.000182457386836 +TTAGCA 6.55013661714e-05 0.000288186005035 +GACCAT 0.000149717408392 0.00019514482102 +TTAGCG 5.3024915472e-05 0.000132915977165 +TACCGG 9.98116055944e-05 6.70621521151e-05 +TCATAT 7.95373732081e-05 0.000507497367357 +ATAGGT 6.70609225088e-05 0.00022354050705 +ATAAGG 6.86204788462e-05 0.000187894858629 +TGTGCT 0.000112288056294 0.000236227941234 +AAGGGC 0.000851517760228 0.000145603411349 +ATAAGC 0.000135681401355 0.000254352847211 +AAGGGA 0.000511534478672 0.000216290544659 +ATAAGA 6.86204788462e-05 0.000348602358292 +CCAGAC 0.000157515190079 0.000140770103088 +TCTGTA 8.88947112325e-05 0.000219311362322 +CCAGAA 0.000302553929458 0.000328060798185 +CCAGAG 0.000458509563199 0.000169165789119 +GCAAGT 0.000162193859091 0.000264019463732 +TGTGCG 8.57755985577e-05 0.000241665413027 +ATAAGT 0.000101371161932 0.000394518786767 +ATAGGG 2.6512457736e-05 9.60620016784e-05 +TGTGCC 0.000304113485796 0.000198769802215 +ATAGGA 7.01800351836e-05 0.000182457386836 +TGTGCA 8.26564858829e-05 0.000297248458024 +ATAGGC 9.8252049257e-05 9.42495110807e-05 +GCTCGC 0.000255767239336 0.000168561625587 +TAAGTT 0.0 0.000432581089319 +TTTGCG 0.000227695225262 0.000258581991939 +CCAGAT 0.000310351711145 0.000238040431832 +AGACAA 7.48587041958e-05 0.000309935892208 +GACGCA 0.000168432084441 0.000146207574882 +AGACAC 7.1739591521e-05 0.000207228091671 +TCCATT 0.000470986013899 0.000309331728675 +AGACAG 7.48587041958e-05 0.000189707349226 +GCTTTT 0.000165312971766 0.000373373063127 +TTTTCT 7.1739591521e-05 0.00072922538381 +CGCTGT 0.000107609387282 0.000163124153793 +GACGCC 0.000467866901224 0.000111770253525 +TCAAGA 5.61440281469e-05 0.000282748533242 +CGTGGG 4.36675774476e-05 9.30411840155e-05 +CTATAG 4.67866901224e-06 0.00017399909738 +AGACAT 4.36675774476e-05 0.000204207274008 +CGTGGA 0.000185587204152 0.000128082668904 +TTTTCG 0.000201182767526 0.000506893203825 +CCCACA 0.000435116218138 0.000272477753188 +CGCTGC 0.000346221506906 0.00020239478341 +TTTTCC 0.000145038739379 0.000538913871051 +TTTTCA 7.79778168707e-05 0.000694183898921 +CGCTGG 0.000252648126661 0.000132915977165 +TATGGA 0.000269803246372 0.000193332330422 +TATGGC 0.000358697957605 0.000196353148085 +CGTAGG 3.89889084353e-05 6.28330073871e-05 +CCCACC 0.000683085675787 0.000179436569173 +TATGGG 8.10969295455e-05 0.000143790920751 +CGTAGC 8.26564858829e-05 9.30411840155e-05 +TACCGT 9.98116055944e-05 8.8207875755e-05 +TGGACT 8.42160422203e-05 0.000179436569173 +CGTAGT 6.08226971591e-05 0.000127478505372 +GCTCGA 0.000118526281643 0.000152249210207 +TATGGT 0.000140360070367 0.000224144670583 +TGGACA 0.000115407168969 0.000212665563464 +TGGACC 0.000249529013986 0.000112374417058 +TGGACG 0.000152836521066 0.000152249210207 +CCGGTT 0.000176229866128 0.000114186907655 +GACCAA 0.0002292547816 0.000238644595364 +GCTTGA 4.67866901224e-06 0.000170978279717 +TGAGAC 0.0 0.000161311663196 +GCTTGC 9.98116055944e-05 0.00015285337374 +TGAGAA 0.0 0.000303894256882 +TGAGAG 0.0 0.000181249059771 +GCTTGG 0.000107609387282 0.000225957161181 +CCTGTT 0.000145038739379 0.00015285337374 +CCGGTG 0.000491260246285 0.000109957762927 +CCGGTC 0.000116966725306 5.86038626591e-05 +CCGGTA 9.35733802448e-05 7.31037874408e-05 +CCTGTC 8.26564858829e-05 0.00013654095836 +CCTGTA 7.79778168707e-05 0.000130499323035 +CCTGTG 0.000210540105551 0.000119624379449 +GCTTGT 7.1739591521e-05 0.000195748984552 +TGAGAT 0.0 0.000199373965748 +TCCGAA 0.000322828161845 0.000277915224981 +GGTTGT 8.57755985577e-05 0.000180644896238 +TCCTCA 0.000243290788636 0.000156478354935 +TATCAG 0.000371174408304 0.000214478054062 +TATTGC 0.000102930718269 0.000287581841503 +TAGCGT 0.0 0.000103916127602 +GGTTGG 0.000123204950656 0.000154061700805 +GGTTGA 3.11911267483e-06 0.000122645197111 +TTCACG 0.000272922359047 0.000137145121893 +GGTTGC 0.000127883619668 0.00021870719879 +GGAAAC 0.000400805978715 0.000305102583947 +TCCCGC 0.000297875260446 9.84786558086e-05 +GTAACG 0.000104490274607 0.000141978430154 +CAGCGT 0.000352459732255 0.000208436418736 +GTAACC 0.000137240957692 0.000114186907655 +CGTTTT 0.000106049830944 0.000410831202146 +ATTCTC 0.000237052563287 0.000279727715579 +ATTCTA 0.000137240957692 0.000327456634652 +ATTCTG 0.000609786527929 0.000282144369709 +TCATTT 0.000102930718269 0.000547372160507 +CAGCGA 0.000458509563199 0.000265227790798 +CAGCGC 0.000695562126486 0.00015285337374 +TGCTAG 1.40360070367e-05 0.000126874341839 +CAGCGG 0.000461628675874 0.000205415601073 +CCTTGT 3.58697957605e-05 0.00013654095836 +TCATTC 0.000120085837981 0.000203603110476 +CGTTTG 0.000254207682998 0.000256769501342 +CGTTTA 4.5227133785e-05 0.000225957161181 +ATTCTT 0.000141919626705 0.000405393730353 +CGTTTC 0.000244850344974 0.000219311362322 +TGGCAA 0.000127883619668 0.000454935140024 +CCGATC 0.000165312971766 0.00021870719879 +TGGCAG 0.000316589936495 0.000261602809602 +GCTGAG 0.000425758880114 0.000180040732705 +GCTGAA 0.000316589936495 0.000353435666552 +GCTGAC 0.000240171675962 0.000151040883142 +TGGCAT 0.000120085837981 0.000252540356614 +GCTGAT 0.000357138401268 0.000221728016453 +CCGATG 0.000282279697072 0.000130499323035 +GGCCGC 0.000199623211189 9.48536746132e-05 +GAACTT 0.000233933450612 0.000311748382805 +GGCCGA 0.000104490274607 0.000143790920751 +GGCAAT 0.000742348816609 0.000306310911012 +CTGATT 0.000396127309703 0.000264623627265 +CCATCG 0.000393008197028 0.000171582443249 +CTAAAT 0.000260445908348 0.000386060497311 +CCATCC 0.000241731232299 0.000202998946943 +CCATCA 0.000166872528103 0.000270061099058 +CTGATC 0.000810969295455 0.000157686682 +CTGATA 0.000210540105551 0.000241061249495 +GAGTTT 0.000467866901224 0.000303894256882 +CTGATG 0.000809409739117 0.000171582443249 +GGCAAA 0.000555202056119 0.000407810384484 +CTAAAG 0.000564559394144 0.000255561174276 +CCATCT 0.000148157852054 0.000211457236399 +CTAAAC 0.000262005464685 0.000262206973135 +CTAAAA 0.000204301880201 0.000578184500668 +GACACC 0.000636298985665 0.000143186757219 +GACACA 0.000260445908348 0.000215082217594 +GACACG 0.00040392509139 0.000120228542981 +GCGCCT 0.000140360070367 0.000114186907655 +TTCACC 0.000616024753278 0.000187290695096 +TAGCGA 0.0 0.000145603411349 +TACGAG 0.000929495577098 0.000137145121893 +TACGAC 0.000605107858916 0.000165540807924 +GACACT 0.000241731232299 0.000160707499663 +GGCGAT 0.000832803084179 0.000130499323035 +TGTTAC 4.36675774476e-05 0.000177624078575 +ACGCTG 0.00075950393632 0.000186686531564 +ACGCTA 0.000112288056294 8.88120392875e-05 +ACGCTC 0.000274481915385 9.72703287435e-05 +TCGATG 0.00035557884493 0.000204207274008 +TCGAGG 9.98116055944e-05 0.000121436870046 +TCGATC 0.000199623211189 0.000205415601073 +ACGCTT 0.000148157852054 0.000132311813632 +TCTGGG 8.42160422203e-05 0.000141374266621 +GCATTG 0.0002292547816 0.000272477753188 +GAACTG 0.00100123516862 0.000257373664874 +TCGATT 0.000230814337937 0.00037639388079 +TCGGCA 0.000282279697072 0.000166749134989 +AGGCAC 9.20138239074e-05 0.000122645197111 +TTTTGA 7.79778168707e-06 0.000670017357618 +AACCAA 0.000375853077317 0.000689954754193 +TGCCGG 0.000129443176005 0.000117207725318 +AACCAC 0.000371174408304 0.000291206822698 +ACGAAC 0.000243290788636 0.000219915525855 +AACCAG 0.000701800351836 0.0002893943321 +TGCCGA 8.73351548951e-05 0.00021870719879 +TTGGAC 0.000527130042046 0.000184874040966 +TCTGGA 0.000252648126661 0.000199373965748 +GAGTTC 0.000990318274257 0.000231394632974 +TGCCGT 7.79778168707e-05 0.000143186757219 +AACCAT 0.000177789422465 0.000294831803893 +AACAGA 0.00013256228868 0.000433789416384 +ACGTCG 0.000196504098514 0.000112374417058 +AACAGC 0.000818767077142 0.000439226888177 +ACGTCC 0.000171551197115 9.18328569504e-05 +AACAGG 0.000127883619668 0.000185478204498 +ACGTCA 9.20138239074e-05 0.000111166089993 +CCCAAG 0.00114939302067 0.000219311362322 +GTCCCT 2.96315704108e-05 0.000122645197111 +GACGAA 0.00059107185188 0.000215686381127 +CCCAAC 0.000706479020848 0.000204811437541 +CCCAAA 0.000439794887151 0.000429560271656 +ACGTCT 5.45844718095e-05 0.000100895309939 +GGGAGA 1.09168943619e-05 0.000131103486567 +AACAGT 0.000341542837893 0.000253144520146 +GGGAGC 8.42160422203e-05 0.000119624379449 +CCCAAT 0.000625382091303 0.000247707048353 +GACGAT 0.000881149330638 0.000159499172598 +GGGCGC 9.045426757e-05 0.000130499323035 +GGGCGA 4.83462464598e-05 8.94162028201e-05 +GGGCGG 6.08226971591e-05 0.000125061851242 +TCTCTT 7.32991478584e-05 0.000294831803893 +TGGGGG 2.96315704108e-05 0.00011056192646 +GTACAG 0.000157515190079 0.000125666014774 +TCATAC 7.32991478584e-05 0.000163124153793 +CAGAAT 0.000608226971591 0.00024468623069 +ACGACT 9.66924929196e-05 0.000142582593686 +TCTCTC 4.99058027972e-05 0.0002634153002 +TCTCTA 5.77035844843e-05 0.000217498871725 +TCTCTG 0.000238612119624 0.000192124003357 +GGGCGT 5.77035844843e-05 0.000112374417058 +CAGAAA 0.000460069119537 0.000584830299526 +CAGAAC 0.00076574216167 0.000242873740092 +ACGACG 0.000268243690035 0.000155874191403 +CAGAAG 0.00126480018964 0.000302685929817 +CACTTT 0.000280720140734 0.000399352095028 +CCTAAT 9.51329365822e-05 0.000196957311617 +GCATTC 0.000233933450612 0.000266436117863 +GTCATT 0.000244850344974 0.000193332330422 +TGCCCC 0.000194944542177 0.000135332631295 +CACTTG 0.000325947274519 0.000241665413027 +CCTAAC 6.08226971591e-05 0.000109957762927 +CCTAAA 7.48587041958e-05 0.000269456935525 +CACTTC 0.00045227133785 0.000226561324713 +CCTAAG 0.000102930718269 0.000143790920751 +CACTTA 6.08226971591e-05 0.000306915074545 +GTCCCA 5.14653591346e-05 0.000131103486567 +GTCCCC 6.08226971591e-05 9.2437020483e-05 +AAGATT 0.000548963830769 0.000405997893886 +ATCGAT 0.000831243527841 0.000326852471119 +GACTCG 0.000436675774476 0.000108749435862 +CTCATC 0.000509974922334 0.000173394933847 +GACTCC 0.000562999837806 0.000109353599395 +CTCATA 0.000120085837981 0.000222332179985 +GACTCA 0.000171551197115 0.00013412430423 +AAGATA 0.000286958366084 0.000338935741771 +AAGATC 0.00102306895734 0.000258581991939 +AAGATG 0.000793814175743 0.000268852771993 +GACTCT 0.00017467030979 0.00013654095836 +ATCGAG 0.00115251213335 0.000190915676292 +TTGAGA 9.8252049257e-05 0.000267040281395 +ATCGAA 0.000575476288505 0.000450101831763 +ATCGAC 0.000587952739205 0.000161915826728 +ATATTT 0.000198063654851 0.00130620155741 +ACGGTA 9.98116055944e-05 0.000146207574882 +GGACTC 0.000238612119624 0.000128686832437 +ATAGTT 0.000106049830944 0.000352227339487 +CTACCA 9.51329365822e-05 0.000180040732705 +TACTGT 0.000106049830944 0.000206623928138 +ATATTC 0.000354019288593 0.000482726662522 +ATATTA 8.42160422203e-05 0.000758829396906 +ATATTG 0.000184027647815 0.000532872235725 +ATAGTA 6.70609225088e-05 0.000265227790798 +ATAGTC 0.000109168943619 0.000166749134989 +TACTGG 0.000230814337937 0.0001317076501 +ATAGTG 0.00022301655625 0.000209644745801 +GATCGA 0.000255767239336 0.000205415601073 +CAGGCA 0.000455390450525 0.000181853223303 +AGGAAG 0.00027136280271 0.000230186305909 +CATCCG 0.00049437935896 0.000144999247816 +AGGAAA 0.000154396077404 0.000458560121219 +CATCCA 0.0002292547816 0.00026099864607 +CAGGCG 0.000839041309528 0.000137145121893 +CATCCC 0.00031970904917 0.000144999247816 +TTATGA 1.55955633741e-06 0.000332289942913 +ATAGAA 0.000162193859091 0.000410831202146 +CGGAGT 7.32991478584e-05 0.000127478505372 +TTATGG 4.5227133785e-05 0.000227769651778 +CATCCT 0.000141919626705 0.000189103185694 +AGGAAT 0.000184027647815 0.000228977978843 +CAGGCT 0.000414841985752 9.66661652109e-05 +ACGGAT 0.000533368267395 0.000186686531564 +CGGAGA 5.77035844843e-05 0.00015527002787 +CGGAGC 0.00012632406333 0.000163124153793 +TTATGT 3.11911267483e-05 0.000490580788445 +CAGGCC 0.000878030217964 9.66661652109e-05 +CGGAGG 6.86204788462e-05 0.000135332631295 +ATGGAA 0.000520891816696 0.000347394031227 +ATGGAC 0.00077198038702 0.000160103336131 +ATGGAG 0.00114315479532 0.000175811587977 +CGCTTG 0.000233933450612 0.000196957311617 +CGCTTA 5.14653591346e-05 0.000177019915043 +CGCTTC 0.000508415365997 0.000175811587977 +TGAACA 0.0 0.00031295670987 +ATGGAT 0.000623822534965 0.000277311061449 +TTTGCA 0.000163753415428 0.000459768448285 +CGCTTT 0.000215218774563 0.000222936343518 +GCCGTG 0.000567678506818 0.000123853524177 +GATCGT 0.000354019288593 0.000171582443249 +TTTGCC 0.00062694164764 0.000366727264269 +TTGTGA 1.24764506993e-05 0.000332289942913 +GAAAAG 0.00103242629537 0.000602955205503 +GAAAAC 0.000586393182867 0.000670621521151 +ATAGAT 0.000196504098514 0.000299665112154 +GAAAAA 0.000427318436451 0.00112616082471 +GTTCCT 0.000157515190079 0.00017641575151 +TAAGTA 0.0 0.000381227189051 +TAGGGC 0.0 6.58538250499e-05 +ACGGTT 0.000155955633741 0.000117811888851 +GAAAAT 0.000485022020935 0.000932224330753 +ACAAGG 6.70609225088e-05 0.000161915826728 +ACAAGA 5.92631408217e-05 0.000354039830085 +ACAAGC 0.000143479183042 0.000289998495633 +ACACGT 7.1739591521e-05 0.00015043671961 +CTGCGT 0.000428877992789 0.00013654095836 +GACGTC 0.000293196591434 8.57912216247e-05 +GCGGAG 0.000876470661626 0.000169165789119 +CATAAG 0.000148157852054 0.000195748984552 +GCGGAA 0.00040392509139 0.000200582292813 +CATAAA 0.000109168943619 0.000579392827733 +GCCAAC 0.00117902459108 0.000322019162859 +CATAAC 9.8252049257e-05 0.000236227941234 +ACACGC 0.000131002732343 0.000203603110476 +ACAAGT 0.000134121845018 0.000306310911012 +ACACGA 7.01800351836e-05 0.000207832255204 +ACACGG 6.23822534965e-05 0.00011297858059 +CATAAT 0.000118526281643 0.000410831202146 +GCGGAT 0.000552082943444 0.000157082518468 +GCACAT 0.000131002732343 0.000207832255204 +CTGCGG 0.000358697957605 0.000135936794828 +CTGCGA 0.000439794887151 0.000172790770315 +CTGCGC 0.00106361742212 0.000144395084284 +CGGCAA 0.000155955633741 0.000255561174276 +ACCGGT 0.000201182767526 8.15620768967e-05 +CGGCAG 0.000364936182955 0.00020239478341 +GACGCG 0.000176229866128 8.57912216247e-05 +CCTCCT 0.000155955633741 0.000171582443249 +TGTTGA 0.0 0.000347394031227 +CGGCAT 0.000109168943619 0.000192124003357 +CCTCCC 0.000177789422465 0.000102103637004 +CCTCCA 0.000285398809747 0.000160707499663 +CACGCC 0.000396127309703 0.000170978279717 +CCTCCG 0.000233933450612 0.000124457687709 diff --git a/bin/cpat_model/fly_cutoff.txt b/bin/cpat_model/fly_cutoff.txt new file mode 100755 index 0000000..97cf2bc --- /dev/null +++ b/bin/cpat_model/fly_cutoff.txt @@ -0,0 +1,2 @@ +Coding Probability Cutoff: 0.39 +Achieved Sensitivity and Specificity: 0.963 diff --git a/bin/cpat_model/zebrafish_Hexamer.tsv b/bin/cpat_model/zebrafish_Hexamer.tsv new file mode 100755 index 0000000..5d9e176 --- /dev/null +++ b/bin/cpat_model/zebrafish_Hexamer.tsv @@ -0,0 +1,4097 @@ +hexamer coding noncoding +GAACGT 9.59993417188e-05 0.000127679058873 +CTTCTT 0.000278855230707 0.000339890460173 +CACCCT 0.000187427286213 0.000159378687283 +GAACGG 0.000114284930618 9.42183399961e-05 +GAACGC 0.000132570519516 0.000104784882799 +GAACGA 0.000173713094539 0.000123276332705 +CACCCA 0.000169141697314 0.000222777944103 +CTTCTA 0.000137141916741 0.000157617596816 +CACCCC 0.000189712984825 0.000155856506349 +CTTCTC 0.000308569312668 0.000315235193632 +CACCCG 0.000146284711191 8.71739781273e-05 +CTTCTG 0.000644567008683 0.000428825528767 +CGTGTG 0.000354283284915 0.000186675589525 +TAAGGT 2.28569861235e-06 0.000188436679992 +CGTGTC 0.000107427834781 0.000103904337566 +CGTGTA 6.39995611459e-05 6.95630734551e-05 +GGAAAT 0.000338283394628 0.000398886990825 +TAAGGG 2.28569861235e-06 0.00014881214448 +CGTGTT 0.000114284930618 0.000160259232517 +TAAGGC 0.0 0.000156737051582 +TAAGGA 0.0 0.000163781413451 +TCACTG 0.000313140709892 0.000378634450452 +GTCAAA 0.000669709693419 0.000362784636247 +CCCGCT 0.000150856108415 0.000110068154201 +GTCAAG 0.000557710461414 0.000193719951394 +CTGTCC 0.000637709912846 0.00024391102971 +TCAGAG 0.000703995172605 0.000390081538489 +CTGTCA 0.000438854133572 0.000392723174189 +CTGTCG 0.000189712984825 0.000121515242238 +GTATCT 9.14279444941e-05 0.000150573234947 +TCAGAA 0.000429711339122 0.000526566049698 +GTCAAT 0.000338283394628 0.000252716482046 +GTATCA 8.68565472694e-05 0.00014881214448 +GTATCC 8.68565472694e-05 8.98156138281e-05 +GTATCG 2.74283833482e-05 4.31467164468e-05 +CTGTCT 0.00061256722811 0.000387439902788 +GGTGTC 0.000253712545971 0.000185795044291 +GGTGTA 0.000182855888988 0.000174347956255 +GGTGTG 0.000591995940599 0.000332846098304 +TATCCT 0.000237712655685 0.000146170508779 +CCGGGG 8.68565472694e-05 4.4907806914e-05 +TTCTGT 0.000319997805729 0.000612859482592 +ATTCCT 0.000411425750223 0.000260641389148 +CCGGGC 0.000123427725067 7.13241639223e-05 +CCGGGA 0.00015542750564 7.22047091559e-05 +TATCCA 0.000239998354297 0.000201644858496 +TATCCC 0.000159998902865 0.000113590335136 +GTTCTG 0.000596567337824 0.000307310286529 +TACACC 0.000527996379453 0.000193719951394 +TATCCG 8.91422458817e-05 6.33992568198e-05 +GGTGTT 0.000356568983527 0.000283535565222 +ATTCCG 6.85709583706e-05 5.54743497173e-05 +TTCTGG 0.000386283065488 0.000372470633816 +CCGGGT 8.68565472694e-05 5.37132592501e-05 +ATTCCC 0.000267426737645 0.000250955391578 +TTCTGC 0.000399997257162 0.000467569519046 +ATTCCA 0.000269712436258 0.000251835936812 +GTTCTA 9.82850403312e-05 0.000122395787472 +TGCACT 0.000265141039033 0.000343412641107 +TATCTT 0.000141713313966 0.00024655266541 +CGCGGT 5.02853694718e-05 5.37132592501e-05 +CCCGCG 6.39995611459e-05 4.4907806914e-05 +CGCGGG 7.31423555953e-05 6.16381663526e-05 +CGCGGC 9.14279444941e-05 5.45938044837e-05 +CGCGGA 5.71424653088e-05 6.95630734551e-05 +ACCTGT 0.000322283504342 0.000274730112886 +TCATGT 0.000114284930618 0.000440272616804 +CCCGCC 0.000118856327842 7.30852543895e-05 +TTACAG 0.00027199813487 0.00043675043587 +CTCCGC 0.000180570190376 0.000133842875509 +TTACAA 9.82850403312e-05 0.00043675043587 +TTACAC 0.000105142136168 0.000327562826902 +CTCCGG 0.000102856437556 0.000124156877939 +TCATGC 9.82850403312e-05 0.000281774474755 +ACCTGG 0.000235426957072 0.00014881214448 +GGCGAA 0.000134856218129 7.83685257912e-05 +GTAAGC 7.08566569829e-05 0.000114470880369 +TCATGG 0.000146284711191 0.000228061215505 +ACCTGC 0.000429711339122 0.000276491203353 +ACCTGA 1.59998902865e-05 0.000324040645968 +GTATTT 9.14279444941e-05 0.000487822059419 +CTCGAT 0.000118856327842 8.01296162584e-05 +CTCCGT 9.37136431064e-05 0.000117993061304 +GCCTGA 1.82855888988e-05 0.000225419579804 +GCCTGC 0.000340569093241 0.000221016853636 +GCCTGG 0.00031085501128 0.000165542503918 +TCTTGC 7.54280542076e-05 0.000213091946533 +TAAAGG 0.0 0.000378634450452 +CAAATT 0.000150856108415 0.000467569519046 +TAAAGA 2.28569861235e-06 0.000511596780727 +GCATAA 1.14284930618e-05 0.000288818836624 +AAGGTC 0.0003885687641 0.000178750682423 +TATTAG 9.14279444941e-06 0.000326682281669 +GCCTGT 0.000267426737645 0.000242149939242 +TATCTA 0.000102856437556 0.000241269394009 +TAAAGT 0.0 0.000518641142595 +CAAATA 0.00015542750564 0.000560026768575 +CAAATC 0.000239998354297 0.000355740274378 +CGTGCT 0.000178284491763 9.42183399961e-05 +CAAATG 0.000262855340421 0.000461405702411 +AATACT 0.000118856327842 0.000280013384288 +TATCTC 0.000159998902865 0.000160259232517 +CCGGCG 0.000111999232005 5.28327140165e-05 +GGCATG 0.000569138954476 0.00016113977775 +GGCATA 0.00011657062923 0.000134723420742 +GGCGAC 0.000180570190376 9.24572495289e-05 +GGCATC 0.000635424214234 0.000137365056443 +AATACG 5.02853694718e-05 0.000108307063734 +AATACA 0.000141713313966 0.000482538788018 +AATACC 0.000109713533393 0.000132962330275 +GGCATT 0.000431997037735 0.000206047584664 +TATCTG 0.000500567996105 0.000255358117747 +TGCACA 0.00027199813487 0.000456122431009 +GAGCAC 0.000493710900268 0.000233344486906 +ACTGAT 0.000498282297493 0.000394484264657 +GAGCAG 0.00158627483697 0.000442914252505 +AGTAGT 6.62852597582e-05 0.000164661958685 +TCTCGC 0.000189712984825 0.000113590335136 +TCTCGA 0.000123427725067 8.71739781273e-05 +TCTCGG 7.99994514323e-05 0.000101262701865 +ACTGAG 0.000591995940599 0.000366306817181 +AGTAGA 6.62852597582e-05 0.000185795044291 +TTTGGT 0.000356568983527 0.000367187362415 +AGTAGG 4.11425750223e-05 0.000142648327845 +ACTGAA 0.00065142410452 0.00060757621119 +AAGGTT 0.000367997476589 0.000249194301111 +GGGTCA 0.000146284711191 0.000184033953824 +GTGTCG 0.000175998793151 9.6859975697e-05 +TCGAAC 3.65711777976e-05 8.98156138281e-05 +TCGAAA 7.99994514323e-05 9.86210661642e-05 +GTGTCC 0.000452568325246 0.000219255763169 +CGCACG 9.37136431064e-05 8.71739781273e-05 +GTGTCA 0.000331426298791 0.000254477572513 +GTTGTA 0.000105142136168 0.000221016853636 +CTTGCT 0.000281140929319 0.000250074846345 +TCGGTC 8.4570848657e-05 6.69214377543e-05 +GTGTCT 0.000527996379453 0.00027561065812 +TTGAAG 0.000422854243285 0.000419139531198 +TCGAAT 3.19997805729e-05 9.77405209306e-05 +CTTGCG 6.17138625335e-05 6.60408925206e-05 +CTTGCA 0.000255998244583 0.000216614127468 +CTTGCC 0.000164570300089 0.00012679851364 +CGAAAG 0.000141713313966 9.42183399961e-05 +CGAAAA 0.000139427615353 0.000154095415882 +CGAAAC 0.000159998902865 9.95016113978e-05 +AATCAT 0.000143999012578 0.000462286247645 +AAATGC 0.000324569202954 0.000486060968952 +CACGGC 0.000196570080662 0.000102143247099 +AAATGA 4.34282736347e-05 0.000826831974359 +ACAGTC 0.000274283833482 0.000264163570083 +CACGGG 0.000105142136168 5.6354894951e-05 +ACAGTA 0.000203427176499 0.000367187362415 +TAGAGC 0.0 0.000165542503918 +CGAAAT 9.82850403312e-05 0.000117993061304 +ACAGTT 0.000281140929319 0.000391842628956 +AATCAG 0.000479996708594 0.00040505080746 +CACGGT 0.000109713533393 0.000117993061304 +AAATGT 0.000262855340421 0.000969480302203 +AATCAC 0.000196570080662 0.000310832467464 +TTTGTA 0.000205712875112 0.000574115492313 +GCTCAA 0.000319997805729 0.000266805205783 +TCTAGT 0.000107427834781 0.000162900868218 +TTGCCG 7.54280542076e-05 7.39657996231e-05 +ATACGT 3.42854791853e-05 9.50988852297e-05 +GGGTAT 9.82850403312e-05 7.30852543895e-05 +ATACGA 6.17138625335e-05 8.71739781273e-05 +TCTAGG 4.11425750223e-05 8.71739781273e-05 +ATACGC 7.99994514323e-05 2.99385379427e-05 +TCTAGA 8.68565472694e-05 0.000165542503918 +GGGTAG 0.0 7.22047091559e-05 +TCTAGC 8.91422458817e-05 8.62934328936e-05 +ATACGG 5.02853694718e-05 6.95630734551e-05 +TGACTA 2.28569861235e-06 0.000205167039431 +TTTGTG 0.000822851500447 0.00057587658278 +TGGGCC 0.000178284491763 0.000151453780181 +AGATGT 0.00011657062923 0.000379514995685 +TCGCCC 0.000111999232005 5.98770758854e-05 +TCGCCA 0.000107427834781 9.24572495289e-05 +GGGTCG 5.02853694718e-05 5.72354401846e-05 +TCGCCG 7.31423555953e-05 7.13241639223e-05 +GGTAAT 0.000130284820904 0.000142648327845 +ACCCAT 0.000127999122292 0.000176989591955 +GTCAAC 0.000633138515622 0.000225419579804 +ACCCAC 0.000166855998702 0.000169945230086 +GGTAAC 0.000118856327842 0.000140006692144 +ACCCAA 0.000141713313966 0.000228941760738 +AGATGG 0.000107427834781 0.000325801736435 +ACCCAG 0.000351997586302 0.000210450310832 +AGATGA 1.37141916741e-05 0.000475494426149 +TCGCCT 0.000118856327842 8.18907067256e-05 +AGATGC 0.000111999232005 0.000330204462603 +TTTGAG 0.000975993307474 0.000501030237923 +CCCCAT 0.000127999122292 0.000151453780181 +TGGTCT 0.000178284491763 0.000216614127468 +TTGGGT 0.000242284052909 0.000215733582234 +CACTAG 6.85709583706e-06 0.000155856506349 +CACTAA 1.37141916741e-05 0.000268566296251 +CACTAC 0.000319997805729 0.000150573234947 +CCCCAA 0.000100570738944 0.00013912614691 +CCCCAC 8.68565472694e-05 0.000127679058873 +CCCCAG 0.000228569861235 0.000120634697004 +CACTAT 0.000178284491763 0.000207808675132 +CTATCG 2.05712875112e-05 3.25801736435e-05 +TCGGTT 0.000100570738944 0.000105665428033 +TTGGGA 0.000265141039033 0.000237747213074 +TTGGGC 0.000242284052909 0.000147931599246 +CTCGAG 0.000180570190376 9.86210661642e-05 +TAGTGG 4.5713972247e-06 0.000123276332705 +TTTCTG 0.000603424433661 0.000721166546325 +TGCAGC 0.000335997696016 0.000366306817181 +TGCCTC 0.000150856108415 0.000200764313263 +TGCCTA 6.39995611459e-05 0.000103904337566 +TGCAGG 0.000217141368173 0.000360143000546 +TTTCCG 6.62852597582e-05 0.000108307063734 +GTGGCC 0.000683423885093 0.000143528873078 +TCAGAC 0.000546281968352 0.000335487734005 +TTTCTT 0.000230855559848 0.000789849074547 +TGCCTT 0.000150856108415 0.000289699381857 +TGCAGT 0.000265141039033 0.000452600250075 +TAGTGC 0.0 0.000141767782611 +GTGAGC 0.000299426518218 0.000209569765599 +AAGGAA 0.0007771375282 0.000410334078862 +AAGGAC 0.00084570848657 0.00024391102971 +AAGGAG 0.0015359894675 0.000302907560361 +ATATGC 8.68565472694e-05 0.000287057746156 +GTTCCA 0.000278855230707 0.000184914499058 +ATATGA 1.37141916741e-05 0.000376873359985 +TACGAA 0.000143999012578 8.45323424264e-05 +ATATGG 0.000107427834781 0.000195481041861 +AAGGAT 0.000642281310071 0.000184914499058 +CTATCA 8.68565472694e-05 0.000162900868218 +TGGTTT 0.000269712436258 0.000460525157177 +ATATGT 7.08566569829e-05 0.000375112269517 +GGTCCC 0.000196570080662 8.71739781273e-05 +GCCCAG 0.000477711009982 0.000143528873078 +CCACTG 0.000354283284915 0.000344293186341 +GCCCAA 0.000171427395926 0.000110068154201 +GGTCCG 0.000100570738944 4.4907806914e-05 +AGGTCT 0.000132570519516 0.000199003222796 +TGTGTC 0.000223998464011 0.000335487734005 +AGACCC 0.000230855559848 0.000152334325414 +AGACCA 0.000217141368173 0.000257999753447 +AGACCG 0.000102856437556 9.42183399961e-05 +CTTCGC 0.000125713423679 7.92490710248e-05 +ATGCAA 0.000228569861235 0.000457883521476 +AGGTCC 7.31423555953e-05 9.6859975697e-05 +AGGTCA 0.000105142136168 0.000269446841484 +AGGTCG 4.5713972247e-05 6.5160347287e-05 +GGTCCT 0.0003885687641 0.000120634697004 +TCCGGA 0.000100570738944 6.86825282215e-05 +CTTAGC 6.39995611459e-05 8.62934328936e-05 +ATTGTG 0.000564567557251 0.000438511526337 +CTTAGA 6.39995611459e-05 0.000117993061304 +ATGCAC 0.000287998025156 0.000300265924661 +CTTAGG 4.79996708594e-05 7.74879805576e-05 +ATTGTC 0.000242284052909 0.000240388848775 +ATTGTA 0.000150856108415 0.000379514995685 +CGCTAC 0.00031085501128 6.69214377543e-05 +ATTTTG 0.000324569202954 0.00072468872726 +CGCTAA 4.5713972247e-06 7.39657996231e-05 +ATTTTA 0.000171427395926 0.00120810806051 +CGCTAG 0.0 4.75494426149e-05 +ATTTTC 0.000287998025156 0.000643678565768 +GAGGTC 0.000580567447538 0.00016113977775 +TAGCAG 4.5713972247e-06 0.000206928129898 +GATACT 0.000150856108415 0.000146170508779 +TAGCAC 0.0 0.000133842875509 +TAGCAA 0.0 0.000176989591955 +GAGGTT 0.000525710680841 0.000172586865787 +ATTTTT 0.000207998573724 0.00135956184069 +GCCTTG 0.000226284162623 0.000162020322984 +GTGGGG 0.000207998573724 0.000143528873078 +GCCTTA 9.82850403312e-05 0.000133842875509 +TTGACA 0.000173713094539 0.000407692443161 +CGCTAT 0.000146284711191 7.13241639223e-05 +GATACG 7.771375282e-05 5.54743497173e-05 +TAGCAT 0.0 0.00020252540373 +GATACC 9.37136431064e-05 6.5160347287e-05 +GATACA 0.00019428438205 0.000188436679992 +TGAGCT 2.28569861235e-06 0.000375112269517 +GTCACC 0.000463996818308 0.00017082577532 +GATCAT 0.000290283723769 0.000277371748587 +TGGCAC 0.000157713204252 0.000178750682423 +AAGACA 0.000383997366875 0.000481658242784 +AAGACC 0.000598853036436 0.000219255763169 +ACAATG 0.000239998354297 0.000381276086153 +AAGACG 0.000292569422381 0.000156737051582 +CCACTT 0.000164570300089 0.000328443372136 +TGAGCG 2.28569861235e-06 0.000157617596816 +GATCAC 0.000322283504342 0.000196361587095 +GATCAA 0.00027199813487 0.000263283024849 +AAGACT 0.00046628251692 0.000280893929521 +GAAGGG 0.000290283723769 0.000206047584664 +CTTCCA 0.000340569093241 0.000226300125037 +GCGGTA 4.11425750223e-05 5.54743497173e-05 +GCGGTG 0.00034971188769 0.00012679851364 +CGGTGT 6.39995611459e-05 0.000132962330275 +TCGTTA 2.74283833482e-05 8.1010161492e-05 +TCGTTC 9.14279444941e-05 8.62934328936e-05 +CTTCCC 0.000246855450134 0.000153214870648 +ACTTGT 0.000111999232005 0.000316115738866 +TTGGAG 0.000555424762802 0.000346054276808 +TGTGTG 0.000626281419785 0.0013886198334 +GCGGTT 0.000150856108415 8.71739781273e-05 +ACTTGC 0.000100570738944 0.000154975961115 +ATGTGA 3.42854791853e-05 0.000453480795308 +ACTTGA 2.28569861235e-06 0.000294982653259 +CGGTGG 5.25710680841e-05 0.000109187608967 +ACTTGG 6.62852597582e-05 0.000176989591955 +CGGTGA 6.85709583706e-06 0.0001074265185 +CGGTGC 2.05712875112e-05 9.15767042953e-05 +TGCCGC 0.000130284820904 0.000103904337566 +TTCCTA 0.000127999122292 0.000155856506349 +TAGACT 0.0 0.000175228501488 +TTCCTC 0.000555424762802 0.000380395540919 +ATGTGC 0.000173713094539 0.000302027015128 +TGGGTT 0.000141713313966 0.000273849567652 +TTCCTG 0.000891422458817 0.000388320448021 +TCCTTT 0.000207998573724 0.000365426271948 +GACCCA 0.000399997257162 0.000152334325414 +TTCCGT 0.000123427725067 8.27712519592e-05 +TAGACG 2.28569861235e-06 0.000110948699435 +TTCCTT 0.000242284052909 0.000324040645968 +TAGACC 2.28569861235e-06 9.50988852297e-05 +TAGACA 0.0 0.000198122677562 +TCCTTG 0.000166855998702 0.000175228501488 +TCCTTA 8.4570848657e-05 0.000162900868218 +TCCTTC 0.000411425750223 0.00025623866298 +ATCTCT 0.000406854352999 0.000313474103165 +TCCGCA 9.82850403312e-05 9.24572495289e-05 +ACCGTT 0.000107427834781 9.06961590617e-05 +TGGCGC 6.85709583706e-05 9.95016113978e-05 +TTTACG 6.39995611459e-05 0.00012679851364 +TGGCGA 3.42854791853e-05 0.000105665428033 +GGCCAT 0.000159998902865 0.000171706320554 +ATCTCG 0.000125713423679 8.62934328936e-05 +ATCTCA 0.000278855230707 0.000302907560361 +ATCTCC 0.000445711229409 0.000250074846345 +GGCCAA 0.000189712984825 0.000154095415882 +GGCCAC 0.000226284162623 0.000174347956255 +ACCGTG 0.000207998573724 8.27712519592e-05 +ACCGTA 7.31423555953e-05 5.45938044837e-05 +GGCCAG 0.00045713972247 0.000214853037001 +ACCGTC 0.000262855340421 9.42183399961e-05 +AGAATT 0.000127999122292 0.000369828998116 +GGCAGT 0.000441139832184 0.000165542503918 +CCATAA 0.0 0.000214853037001 +CAAAGG 0.000157713204252 0.00027561065812 +CCATAC 0.000219427066786 0.0001074265185 +CAAAGA 0.000228569861235 0.000454361340542 +GAAACG 0.000180570190376 0.0002122114013 +CAAAGC 0.00027199813487 0.000311713012697 +CAACGT 4.34282736347e-05 8.71739781273e-05 +GGCAGA 0.000319997805729 0.000300265924661 +GGCAGC 0.000587424543375 0.00020252540373 +CGTGAG 0.000269712436258 0.000113590335136 +GGCAGG 0.000217141368173 0.000184914499058 +CAACGC 5.02853694718e-05 0.000105665428033 +CAAAGT 0.000187427286213 0.000304668650829 +CAACGA 4.5713972247e-05 8.541288766e-05 +CTAACC 0.000102856437556 0.000100382156631 +CAACGG 5.48567666965e-05 5.72354401846e-05 +CGTGAA 0.00019428438205 0.000108307063734 +GGGGGT 0.00015542750564 0.000101262701865 +TACGCT 0.000157713204252 7.39657996231e-05 +GAAACC 0.000404568654386 0.000264163570083 +CGATCT 9.14279444941e-05 6.25187115862e-05 +CTCTAG 1.59998902865e-05 0.000140887237377 +TGAGCC 0.0 0.000179631227656 +CTCTAA 1.59998902865e-05 0.000204286494197 +CTCTAC 0.000482282407206 0.000160259232517 +GGGGGG 3.19997805729e-05 0.000169064684853 +CGATCC 6.17138625335e-05 7.6607435324e-05 +CGATCA 5.71424653088e-05 0.000103023792332 +GGGGGC 0.000139427615353 7.92490710248e-05 +CGATCG 2.74283833482e-05 3.52218093443e-05 +GGGGGA 0.000166855998702 0.000213091946533 +TACGCG 3.65711777976e-05 2.55358117747e-05 +CTCTAT 0.000253712545971 0.000163781413451 +TTCTGA 2.51426847359e-05 0.000423542257366 +CAGACC 0.000516567886392 0.000233344486906 +CAGACA 0.000411425750223 0.000504552418858 +CAGACG 0.000361140380752 0.000191958860927 +TGCGTG 0.000143999012578 0.000147051054013 +TAGTTG 0.0 0.000197242132328 +GCTAAT 0.000221712765398 0.000242149939242 +TAGTTC 0.0 0.000184914499058 +TAGTTA 0.0 0.000230702851205 +CAGACT 0.000390854462712 0.000354859729144 +GCTAAG 0.000251426847359 0.000103904337566 +TAGTTT 2.28569861235e-06 0.000484299878485 +GCTAAC 0.000207998573724 0.000117993061304 +GCTAAA 0.000521139283616 0.000292341017558 +TAAGTG 0.0 0.000232463941673 +TGCTGC 0.000294855120993 0.000424422802599 +AACCCT 0.00041828284606 0.000241269394009 +TATCAA 0.000123427725067 0.000267685751017 +AACCCC 0.000415997147448 0.000153214870648 +AACCCA 0.000443425530796 0.000293221562792 +AACCCG 0.000189712984825 6.60408925206e-05 +TGCATC 0.000374854572426 0.000311713012697 +AGATTT 0.00015542750564 0.000557385132874 +ACGTAA 2.28569861235e-06 0.000103023792332 +AACTGG 0.000441139832184 0.000237747213074 +AACTGA 3.19997805729e-05 0.000530968775866 +AACTGC 0.000399997257162 0.000328443372136 +CCCAGA 0.000326854901566 0.000200764313263 +CCCAGC 0.000459425421083 0.000222777944103 +CCCAGG 0.000150856108415 0.000142648327845 +AACTGT 0.000301712216831 0.000398006445591 +AGTTTT 0.000223998464011 0.000686825282215 +ACGTAT 0.000109713533393 8.62934328936e-05 +CCCAGT 0.00041828284606 0.000140006692144 +CTCCAA 0.000143999012578 0.000253597027279 +TTGACG 0.000127999122292 0.000191078315693 +TATAAT 0.000175998793151 0.000454361340542 +CGCATA 7.771375282e-05 5.98770758854e-05 +ATACTG 0.000212569970949 0.000261521934382 +CGCATC 0.000381711668263 8.80545233609e-05 +ATACTA 6.17138625335e-05 0.000167303594386 +ATACTC 8.91422458817e-05 0.000133842875509 +CGCATG 0.000338283394628 0.000131201239808 +GCGCAA 7.31423555953e-05 0.000108307063734 +ATACTT 9.59993417188e-05 0.00026592466055 +CGCATT 0.000201141477887 0.000118873606537 +GCGCAC 0.000125713423679 0.000127679058873 +GCTCCG 0.000166855998702 0.000110948699435 +TATTGT 7.54280542076e-05 0.000486941514186 +GCTCCC 0.000157713204252 0.000124156877939 +GCTCCA 0.000527996379453 0.000292341017558 +CCTACT 0.000164570300089 0.000103023792332 +TGTACT 6.85709583706e-05 0.000240388848775 +TTTAGT 0.000118856327842 0.000438511526337 +TATTGG 8.22851500447e-05 0.000221897398869 +GCTCCT 0.000468568215532 0.000238627758308 +GCGCAG 0.000299426518218 0.000134723420742 +GCTGGG 0.000274283833482 0.000190197770459 +TTTAGG 7.08566569829e-05 0.00030995192223 +TGTACG 4.79996708594e-05 9.24572495289e-05 +CCTACG 4.34282736347e-05 3.52218093443e-05 +TGTACA 8.4570848657e-05 0.000337248824472 +CCTACA 0.000187427286213 0.000199003222796 +TGTACC 6.39995611459e-05 0.00012944014934 +CCTACC 9.82850403312e-05 7.04436186887e-05 +TTCGCG 5.25710680841e-05 3.34607188771e-05 +TTCGCA 0.000114284930618 0.000102143247099 +TTCGCC 0.000322283504342 6.42798020534e-05 +AGTATC 0.000118856327842 0.000154095415882 +GACTAA 2.28569861235e-05 0.000186675589525 +AGTATA 7.99994514323e-05 0.000206047584664 +GACTAC 0.000585138844762 0.000112709789902 +AGTATG 0.000173713094539 0.000177870137189 +TTTGGA 0.000557710461414 0.000478136061849 +GACTAG 9.14279444941e-06 0.000110948699435 +TTCGCT 0.000201141477887 0.000120634697004 +GTGTAT 0.000347426189078 0.000300265924661 +GACTAT 0.000367997476589 0.000117993061304 +AGTATT 0.000125713423679 0.000301146469894 +TTACTC 9.14279444941e-05 0.000236866667841 +GGTCTT 0.000246855450134 0.000169064684853 +TTACTG 0.000244569751522 0.000339890460173 +ACCTTG 0.000123427725067 0.000194600496628 +ACCTTC 0.000489139503043 0.000181392318123 +ACCTTA 7.99994514323e-05 0.000173467411021 +TTACTT 5.48567666965e-05 0.000407692443161 +ACCTTT 0.000290283723769 0.000353979183911 +ACAGGG 0.000212569970949 0.000162900868218 +CTGGGA 0.000587424543375 0.000217494672701 +CTGGGC 0.000674281090644 0.000172586865787 +ACAGGC 0.000299426518218 0.000230702851205 +ACAGGA 0.000493710900268 0.000375992814751 +CTGGGG 0.000262855340421 0.000154095415882 +CAGGAC 0.000916565143553 0.00025623866298 +GCAGCT 0.000614852926723 0.000390081538489 +CAGGAA 0.000694852378155 0.000398886990825 +TCGCTT 5.71424653088e-05 0.000112709789902 +AGGACC 0.000134856218129 0.000111829244668 +AGGACA 0.000207998573724 0.000382156631386 +GCGCAT 5.48567666965e-05 8.89350685945e-05 +TTATAC 5.48567666965e-05 0.000259760843915 +ACAGGT 0.000290283723769 0.000253597027279 +CTGGGT 0.000454854023858 0.000184033953824 +TTATAG 4.5713972247e-06 0.000217494672701 +CTCCGA 0.000109713533393 0.000103023792332 +TCGCTG 0.00023314125846 0.000168184139619 +GAGTTG 0.000415997147448 0.000182272863357 +GCAGCG 0.000292569422381 0.000206928129898 +AGGACT 0.00015542750564 0.000220136308402 +GCAGCA 0.000683423885093 0.000452600250075 +GCAGCC 0.000527996379453 0.00019283940616 +CAGGAT 0.000685709583706 0.000320518465034 +TGCTGA 2.74283833482e-05 0.000520402233063 +CCTCAG 0.000653709803133 0.000296743743726 +CCTCAA 0.000338283394628 0.000247433210644 +CCTCAC 0.000265141039033 0.000209569765599 +TATGTT 0.000235426957072 0.000406811897927 +ATGGGC 0.00049599659888 0.000134723420742 +TCTTTG 0.000265141039033 0.000390081538489 +ATGGGA 0.000482282407206 0.000223658489337 +TCTTTA 0.000196570080662 0.000504552418858 +ATGGGG 0.000221712765398 0.000177870137189 +TCTTTC 0.000317712107117 0.000386559357554 +CCTCAT 0.000290283723769 0.000296743743726 +TCTTTT 0.000242284052909 0.000680661465579 +GCTAGC 0.000109713533393 7.13241639223e-05 +TATGTA 0.000109713533393 0.000334607188771 +ATGGGT 0.000367997476589 0.000174347956255 +TATGTC 0.000166855998702 0.000183153408591 +GAAAGA 0.000425139941898 0.000527446594932 +ATCAAG 0.000722280761503 0.000254477572513 +CATGAT 0.000365711777976 0.000330204462603 +ATCAAC 0.000751994843464 0.000252716482046 +GAAAGG 0.000228569861235 0.000261521934382 +ATCAAA 0.000742852049015 0.000584682035116 +GGAACT 0.000287998025156 0.000175228501488 +GTCAGG 0.000162284601477 0.000197242132328 +CATGAG 0.000509710790555 0.000221897398869 +ATCAAT 0.000436568434959 0.000342532095874 +GTCCAA 0.000150856108415 0.000183153408591 +CATGAC 0.000313140709892 0.000272088477185 +CATGAA 0.000361140380752 0.000442033707272 +TGACCT 4.5713972247e-06 0.000279132839054 +GTAGCG 8.4570848657e-05 5.10716235493e-05 +CAAGTT 0.000210284272336 0.000292341017558 +GCGGCT 0.000281140929319 0.000110948699435 +GCTTTA 0.000281140929319 0.000419139531198 +GCTTTC 0.000386283065488 0.000316115738866 +TTTCTC 0.000292569422381 0.000530968775866 +GCGGCG 0.000198855779275 9.15767042953e-05 +CAAGTG 0.000342854791853 0.000238627758308 +GTAGCT 0.000150856108415 0.000165542503918 +TTCTTT 0.000397711558549 0.000686825282215 +GCGGCC 0.000230855559848 9.24572495289e-05 +CAAGTC 0.000205712875112 0.000191078315693 +GCGGCA 0.000123427725067 8.45323424264e-05 +CAAGTA 7.771375282e-05 0.000171706320554 +AACGGT 0.000198855779275 0.000109187608967 +GGGGAA 0.000262855340421 0.000239508303542 +TAATCG 0.0 9.77405209306e-05 +CTTGTG 0.000303997915443 0.000301146469894 +TAATCA 2.28569861235e-06 0.00036366518148 +TAATCC 2.28569861235e-06 0.000184914499058 +TGCGAA 8.22851500447e-05 8.45323424264e-05 +CGGCCC 0.000118856327842 7.39657996231e-05 +AAAATT 0.000297140819606 0.000678019829879 +TTGATA 8.22851500447e-05 0.000290579927091 +CGGCCG 9.59993417188e-05 7.04436186887e-05 +CTTGTA 0.000121142026455 0.000245672120177 +GGTCTG 0.000655995501745 0.0002122114013 +TAATCT 0.0 0.000321399010267 +AGTTTA 0.000175998793151 0.000444675342972 +TGCGAC 0.000166855998702 7.57268900903e-05 +GGTCTC 0.000249141148746 0.000130320694574 +GGAGGC 0.000541710571128 0.000204286494197 +GGTCTA 0.000107427834781 9.06961590617e-05 +AAAATG 0.000614852926723 0.000964197030801 +AAAATC 0.000591995940599 0.000572354401846 +TCAATA 9.59993417188e-05 0.000352218093443 +AAAATA 0.000290283723769 0.00114823098463 +TCGTCA 0.000114284930618 0.000110948699435 +ATCCCT 0.000315426408505 0.000208689220365 +TTCAGG 0.000306283614055 0.000317876829333 +ATATCC 0.000105142136168 0.00017082577532 +TCGTCG 4.34282736347e-05 5.45938044837e-05 +TTTAGC 0.000137141916741 0.000327562826902 +TGCCAA 0.000146284711191 0.000279132839054 +TCGGGA 7.99994514323e-05 6.78019829879e-05 +GAACAA 0.000342854791853 0.000375112269517 +ATCCCG 0.000169141697314 7.74879805576e-05 +GAACAC 0.000319997805729 0.000300265924661 +ATCCCC 0.000212569970949 0.000108307063734 +GAACAG 0.000642281310071 0.000312593557931 +ATCCCA 0.000372568873813 0.000205167039431 +AACGGA 0.000333711997403 0.000127679058873 +CACCAC 0.000217141368173 0.000267685751017 +CACCAA 0.000159998902865 0.000257119208214 +CACCAG 0.000397711558549 0.000323160100734 +AACATT 0.000509710790555 0.000726449817727 +AACGGG 0.000185141587601 7.48463448567e-05 +TCCGTC 0.000185141587601 0.000116231970836 +GAGTTA 0.000171427395926 0.000178750682423 +TCCGTA 5.94281639212e-05 6.33992568198e-05 +ACCAGA 0.000290283723769 0.000314354648398 +CACCAT 0.000153141807028 0.000247433210644 +AACATG 0.00080685161016 0.000499269147456 +AACATA 0.000235426957072 0.000405931352694 +AACATC 0.00100342169082 0.000421781166899 +CAGTCG 0.000221712765398 0.000114470880369 +GCACGG 0.000132570519516 7.74879805576e-05 +GTCAGA 0.000324569202954 0.000347815367275 +GCACGA 0.000125713423679 9.59794304633e-05 +CAGTCC 0.000354283284915 0.000206928129898 +GCACGC 9.59993417188e-05 0.000105665428033 +CAGTCA 0.000278855230707 0.000367187362415 +GCACCA 0.00027199813487 0.000191958860927 +GCAAGC 0.000127999122292 0.000149692689713 +GCACGT 9.82850403312e-05 0.000110068154201 +CAGTCT 0.000518853585004 0.000309071376997 +TAAAGC 0.0 0.000366306817181 +GCAAGG 0.000107427834781 0.000114470880369 +GTCAGT 0.000297140819606 0.000282655019988 +GTATAC 6.85709583706e-05 0.000120634697004 +TTCCCG 0.000102856437556 0.000103023792332 +GTATAA 1.14284930618e-05 0.000235105577374 +GTATAG 1.14284930618e-05 0.000125917968406 +CCGGAA 0.000105142136168 5.81159854182e-05 +CCGGAC 0.000239998354297 8.01296162584e-05 +CCGGAG 0.000356568983527 0.000110948699435 +CGTCTT 0.000109713533393 0.000145289963545 +TATTTG 0.000201141477887 0.000569712766145 +TTCCGG 0.000114284930618 5.10716235493e-05 +TTCCGA 5.25710680841e-05 6.5160347287e-05 +TTCCGC 0.000239998354297 8.80545233609e-05 +GTATAT 8.22851500447e-05 0.000280013384288 +CGTCTC 0.000173713094539 0.000138245601677 +CGTCTA 5.48567666965e-05 9.50988852297e-05 +CGTCTG 0.000461711119695 0.000189317225226 +CCGGAT 0.000150856108415 8.01296162584e-05 +CTCTTC 0.000692566679543 0.000375112269517 +TGTTAT 0.00011657062923 0.000452600250075 +CTCTTA 9.82850403312e-05 0.00022453903457 +CTCTTG 0.000153141807028 0.000235105577374 +CCCGAT 0.000111999232005 4.4907806914e-05 +TACGTA 4.79996708594e-05 5.89965306518e-05 +TACGTC 0.00019428438205 6.5160347287e-05 +TCTGGT 0.000315426408505 0.000250074846345 +CGCGAT 3.65711777976e-05 4.22661712132e-05 +TACGTG 0.000223998464011 8.62934328936e-05 +TGTTAG 2.28569861235e-06 0.00020252540373 +GGTTTC 0.000319997805729 0.000226300125037 +CTCGTG 0.000123427725067 0.000100382156631 +CTCTTT 0.000322283504342 0.000504552418858 +TGTTAA 9.14279444941e-06 0.000473733335681 +CGCGAA 4.34282736347e-05 4.66688973813e-05 +CGCGAC 6.85709583706e-05 4.0505080746e-05 +GATATT 0.000377140271038 0.000452600250075 +TCTGGC 0.000278855230707 0.000235986122607 +TACGTT 8.4570848657e-05 0.000132081785041 +CGCGAG 0.000166855998702 6.42798020534e-05 +AGTCGT 0.000130284820904 8.18907067256e-05 +TTACCT 0.000134856218129 0.000270327386718 +CTCCAT 0.000146284711191 0.000320518465034 +TATGCC 0.000283426627932 9.95016113978e-05 +TTACCG 6.85709583706e-05 8.62934328936e-05 +CTCCAC 0.000223998464011 0.000339890460173 +AGTCGG 0.000118856327842 8.36517971928e-05 +TTACCC 0.000105142136168 0.000145289963545 +AGTCGA 0.000125713423679 9.06961590617e-05 +TTACCA 0.000123427725067 0.000229822305972 +AGTCGC 0.000121142026455 7.92490710248e-05 +GTACCG 5.94281639212e-05 4.13856259796e-05 +CCGACT 9.59993417188e-05 6.16381663526e-05 +GCCTAC 0.000372568873813 9.59794304633e-05 +GCCTAA 2.28569861235e-05 0.000110068154201 +GCCTAG 2.28569861235e-06 7.48463448567e-05 +GTGCGG 0.000210284272336 6.25187115862e-05 +CCGACA 0.000100570738944 8.98156138281e-05 +GATATC 0.000299426518218 0.000147931599246 +CCGACC 0.000105142136168 6.16381663526e-05 +CCGACG 4.11425750223e-05 4.13856259796e-05 +GCCTAT 0.000185141587601 0.000103023792332 +TGACGG 0.0 0.000130320694574 +TGACGT 4.5713972247e-06 0.000213091946533 +CCCGAG 0.000255998244583 5.81159854182e-05 +CTCGTT 7.08566569829e-05 9.77405209306e-05 +CCCGAA 0.000157713204252 9.95016113978e-05 +CGCACA 0.000210284272336 0.000211330856066 +ATACAC 0.000121142026455 0.000376873359985 +CGCACC 0.000244569751522 6.86825282215e-05 +ATACAA 8.68565472694e-05 0.000376873359985 +ACTGCT 0.000436568434959 0.000381276086153 +ATACAG 0.000276569532095 0.000337248824472 +ATTGCC 0.000329140600179 0.000131201239808 +GGGTCC 9.59993417188e-05 8.62934328936e-05 +GAGCGT 0.000283426627932 0.000130320694574 +CTCACT 0.000409140051611 0.000285296655689 +GGGTCT 0.000125713423679 0.000115351425603 +ACTGCA 0.000393140161325 0.000489583149886 +TTTGTC 0.000354283284915 0.00040505080746 +ACTGCC 0.000299426518218 0.000181392318123 +CGCACT 0.000164570300089 8.98156138281e-05 +ATACAT 7.54280542076e-05 0.000381276086153 +ACTGCG 0.000107427834781 0.000130320694574 +CTCACC 0.000553139064189 0.000220136308402 +CTCACA 0.000411425750223 0.000321399010267 +CTCACG 0.000159998902865 9.33377947625e-05 +GTGGGT 0.000340569093241 0.000147931599246 +GTGAGG 0.000226284162623 0.000229822305972 +GATTTT 0.00034971188769 0.000633992568198 +ACAATT 0.000146284711191 0.000409453533628 +CTTGAA 0.000306283614055 0.000316996284099 +TAGTGA 0.0 0.000164661958685 +GTGAGA 0.000235426957072 0.00030995192223 +TCGACG 3.42854791853e-05 6.95630734551e-05 +TCGACA 5.25710680841e-05 0.000111829244668 +TAGAGG 2.28569861235e-06 0.000182272863357 +ACAATA 0.000105142136168 0.000421781166899 +GTGAGT 0.000221712765398 0.000221016853636 +ACAATC 0.00015542750564 0.000266805205783 +GATTTC 0.000498282297493 0.000337248824472 +CCAGTA 0.000134856218129 0.000176109046722 +TCGACT 7.31423555953e-05 9.95016113978e-05 +CTGGTT 0.000493710900268 0.000272969022419 +TTGAGT 0.000164570300089 0.000389200993255 +TCAAAA 0.000262855340421 0.000655125653805 +CGAACG 3.65711777976e-05 6.25187115862e-05 +CGAACC 8.22851500447e-05 6.42798020534e-05 +CGAACA 9.37136431064e-05 0.000125917968406 +CTGGTG 0.00132570519516 0.000285296655689 +CTGGTA 0.000173713094539 0.000151453780181 +CTGGTC 0.000548567666965 0.000182272863357 +CGAACT 7.99994514323e-05 7.6607435324e-05 +TTGCAT 0.000102856437556 0.000402409171759 +GACGAG 0.000868565472694 0.000134723420742 +TTGCAG 0.000356568983527 0.000345173731575 +GAGGGA 0.000619424323947 0.000284416110456 +TTGCAC 0.000173713094539 0.000239508303542 +TTGCAA 0.000148570409803 0.000347815367275 +TCCATC 0.000653709803133 0.000308190831763 +TCGCAT 4.11425750223e-05 0.000109187608967 +GTCGTG 0.000146284711191 9.50988852297e-05 +GTCGTA 4.79996708594e-05 4.93105330821e-05 +GTCGTC 0.000132570519516 9.86210661642e-05 +CCGTTT 0.000166855998702 0.000151453780181 +GAGCAA 0.000484568105819 0.000284416110456 +TTTTTG 0.000217141368173 0.00087350087174 +ATATCG 4.11425750223e-05 9.50988852297e-05 +GTCGTT 6.39995611459e-05 8.89350685945e-05 +TCAGAT 0.000511996489167 0.000434108800169 +TCGCAG 0.000223998464011 0.000110068154201 +GTGCTC 0.000434282736347 0.00023422503214 +TCGCAC 6.39995611459e-05 9.42183399961e-05 +CCGTTG 5.25710680841e-05 8.27712519592e-05 +CCGTTA 3.65711777976e-05 5.81159854182e-05 +CCGTTC 0.000191998683438 7.6607435324e-05 +GATCGG 0.000100570738944 5.45938044837e-05 +AATGCT 0.000438854133572 0.000390081538489 +GGTACG 4.5713972247e-05 4.31467164468e-05 +GGTACA 0.000114284930618 0.000133842875509 +TCCAGG 0.000214855669561 0.000248313755878 +GGTACC 5.71424653088e-05 4.66688973813e-05 +GCGGAC 0.000207998573724 6.95630734551e-05 +CAGGGA 0.000372568873813 0.000221016853636 +TTCAGC 0.000603424433661 0.000477255516616 +TATTTC 0.00031085501128 0.000489583149886 +TATTTA 0.000111999232005 0.000924572495289 +CCCCCT 0.000244569751522 0.000177870137189 +GGTACT 7.99994514323e-05 8.71739781273e-05 +AATGCG 0.000118856327842 0.00012679851364 +AATGCC 0.000393140161325 0.000183153408591 +AATGCA 0.000463996818308 0.000523924413997 +CCCCCC 7.99994514323e-05 0.000122395787472 +CCCCCA 0.000178284491763 0.000136484511209 +TATTTT 0.000207998573724 0.00146874944966 +CCCCCG 8.68565472694e-05 6.16381663526e-05 +CTTGAG 0.000411425750223 0.000206047584664 +ATGATG 0.000726852158728 0.000510716235493 +GAAGTA 0.000230855559848 0.000198122677562 +ATGATA 0.000130284820904 0.000280013384288 +ATGATC 0.000601138735049 0.000272088477185 +TGCAAC 0.000324569202954 0.000235986122607 +TGCAAA 0.000347426189078 0.000556504587641 +TGCAAG 0.000340569093241 0.000247433210644 +GAAGTG 0.000795423117099 0.000315235193632 +ATGATT 0.000365711777976 0.000494866421288 +CTTGAT 0.000301712216831 0.000258880298681 +GTGCTT 0.000306283614055 0.000283535565222 +TTGAGG 0.000207998573724 0.000254477572513 +GCCATT 0.000575996050313 0.00029762428896 +TTGAGC 0.000191998683438 0.00025623866298 +TGCAAT 0.000196570080662 0.000346934822042 +GAGAAT 0.000715423665666 0.000273849567652 +TGTCTT 0.000143999012578 0.000387439902788 +TTCAGA 0.00045713972247 0.000529207685399 +AGTAGC 0.00011657062923 0.000105665428033 +AAGGCC 0.00054399626974 0.000159378687283 +ATAACC 9.37136431064e-05 0.000204286494197 +AAGGCA 0.000397711558549 0.000273849567652 +ATAACA 0.000159998902865 0.000452600250075 +AAGGCG 0.000196570080662 9.59794304633e-05 +ATAACG 5.25710680841e-05 0.000102143247099 +TATGCT 0.000301712216831 0.000264163570083 +GAGGGT 0.000498282297493 0.000165542503918 +TGTCTG 0.000527996379453 0.000526566049698 +GAGAAG 0.00225369883178 0.000361904091013 +GAGAAA 0.00165484579534 0.000587323670817 +TGTCTC 0.000148570409803 0.000263283024849 +GAGAAC 0.00107884974503 0.000236866667841 +TGTCTA 9.14279444941e-05 0.000219255763169 +TGTGGC 0.000237712655685 0.000216614127468 +TGTGGA 0.000450282626633 0.000469330609513 +TGTGGG 0.000201141477887 0.000241269394009 +ATAACT 9.14279444941e-05 0.000258880298681 +ACTGAC 0.000420568544673 0.000328443372136 +GGTATT 0.000191998683438 0.000168184139619 +AGGTAT 0.000125713423679 0.00015849814205 +ACCAAG 0.000658281200357 0.00017082577532 +GAGCAT 0.000329140600179 0.000235986122607 +ACCAAA 0.000671995392032 0.00035133754821 +ATCATC 0.00085485128102 0.000474613880915 +ACCAAC 0.000566853255863 0.0002122114013 +GGTCAC 0.000242284052909 0.000174347956255 +GATCGC 0.000162284601477 6.0757621119e-05 +GGTCAT 0.000276569532095 0.000203405948964 +ACCAAT 0.000365711777976 0.000206047584664 +AGGTAG 6.85709583706e-06 0.0001074265185 +AGGTAA 4.5713972247e-06 0.000221897398869 +AGGTAC 0.000100570738944 0.000124156877939 +TTTTGC 9.82850403312e-05 0.000473733335681 +GCCGTC 0.000281140929319 9.77405209306e-05 +AATTGG 6.17138625335e-05 0.000199883768029 +GTCGGA 0.000127999122292 8.98156138281e-05 +AATTGA 2.28569861235e-06 0.00036366518148 +ATCATG 0.00069028098093 0.000377753905218 +AATTGC 3.885687641e-05 0.000198122677562 +TAGCCA 0.0 0.000137365056443 +TGGGGT 0.000146284711191 0.000172586865787 +CGCTCG 0.000102856437556 7.57268900903e-05 +GATAAT 0.000297140819606 0.000214853037001 +CGCTCA 0.000153141807028 0.000141767782611 +CGCTCC 0.000313140709892 0.00011711251607 +AATTGT 7.31423555953e-05 0.000440272616804 +AATCTT 0.000230855559848 0.000370709543349 +TCTTAT 0.000171427395926 0.000244791574943 +GTTATG 0.000159998902865 0.000247433210644 +CGCTCT 0.000267426737645 0.000173467411021 +GATAAA 0.000642281310071 0.000399767536058 +TCGAAG 0.000102856437556 8.541288766e-05 +GATAAC 0.000331426298791 0.000172586865787 +TAGCCT 0.0 0.000154975961115 +TGGGGC 0.000169141697314 0.000125917968406 +GATAAG 0.000482282407206 0.00012679851364 +GATCCT 0.000436568434959 0.000198122677562 +AAGAAT 0.000489139503043 0.000366306817181 +GGGGCT 0.000150856108415 0.000154095415882 +GTTATC 0.000162284601477 0.00016113977775 +AAGAAC 0.000989707499149 0.000309071376997 +GATCCA 0.000409140051611 0.000233344486906 +AAGAAA 0.00165941719257 0.0008541288766 +GATCCC 0.000258283943196 0.000108307063734 +AAGAAG 0.00198170069691 0.000475494426149 +GATCCG 0.000175998793151 0.000103023792332 +GCCCCA 0.000166855998702 9.77405209306e-05 +TATTAA 1.82855888988e-05 0.000708838913055 +CAAGGG 0.000132570519516 0.00012679851364 +CAAGGC 0.00027199813487 0.000146170508779 +GGTTCT 0.000212569970949 0.00015849814205 +CAAGGA 0.000351997586302 0.000177870137189 +GGTTCA 0.000180570190376 0.000179631227656 +GGTTCC 0.000127999122292 9.77405209306e-05 +AAGGCT 0.000619424323947 0.000228061215505 +TGCATT 0.000228569861235 0.00058556258035 +GGTTCG 6.17138625335e-05 4.75494426149e-05 +TAGGCA 0.0 9.6859975697e-05 +ATTATA 9.14279444941e-05 0.000514238416427 +ATTATC 0.000210284272336 0.000257999753447 +TAGAAT 0.0 0.000208689220365 +GATAGT 0.000130284820904 0.000132081785041 +ATTATG 0.000221712765398 0.000405931352694 +AGTCTT 0.000212569970949 0.000266805205783 +TCCCAA 0.000139427615353 0.000213091946533 +TAGAAA 0.0 0.000353098638677 +TAGAAC 0.0 0.000112709789902 +ATTATT 0.000212569970949 0.000972121937904 +TAGAAG 0.0 0.000193719951394 +AGTCTA 0.000130284820904 0.000163781413451 +AGTCTC 0.000169141697314 0.000207808675132 +AGTCTG 0.000564567557251 0.000353979183911 +TAACTC 0.0 0.000174347956255 +TAACTA 2.28569861235e-06 0.000195481041861 +TAACTG 0.0 0.00023422503214 +ATCTAT 0.000265141039033 0.000272969022419 +GCCCCG 0.000123427725067 5.37132592501e-05 +TAACTT 0.0 0.000312593557931 +ATCTAG 9.14279444941e-06 0.000125037423172 +ATCTAC 0.00053485347529 0.000177870137189 +ATCTAA 1.14284930618e-05 0.000294982653259 +GGTCAG 0.000445711229409 0.000249194301111 +CCATGT 0.000162284601477 0.000250074846345 +GCCCCC 0.000159998902865 0.000103023792332 +TGGAGG 0.000283426627932 0.000404170262226 +TGGAGA 0.00027199813487 0.000554743497173 +GGTCAA 0.000221712765398 0.000198122677562 +CCATGC 0.000125713423679 0.00016113977775 +TCCAGA 0.00037942596965 0.000412975714562 +CCATGA 4.5713972247e-06 0.000240388848775 +CCATGG 0.000141713313966 0.000155856506349 +TGGAGT 0.000189712984825 0.000331085007837 +TCAGTA 0.000123427725067 0.000257119208214 +TCAGTC 0.000205712875112 0.000324040645968 +CTCTCT 0.00031085501128 0.000493985876054 +GGGGAT 0.000285712326544 0.000113590335136 +TCAGTG 0.000463996818308 0.000439392071571 +CGATAT 8.68565472694e-05 6.78019829879e-05 +CTCTCG 0.00011657062923 0.000131201239808 +GGGGAC 0.00023314125846 0.000135603965976 +CTCTCC 0.00042742564051 0.000332846098304 +TCAGTT 0.000166855998702 0.000448197523907 +CTCTCA 0.000237712655685 0.00028793829139 +CGATAG 2.28569861235e-06 4.40272616804e-05 +CGATAA 1.37141916741e-05 8.80545233609e-05 +ATGCTG 0.000966850513025 0.000434108800169 +CGATAC 0.000166855998702 5.72354401846e-05 +TTCACT 0.000461711119695 0.000448197523907 +GTGTTT 0.000829708596284 0.000772238169875 +GCTACT 0.000143999012578 0.000145289963545 +GTGGTT 0.000491425201656 0.000254477572513 +GTGTTC 0.000509710790555 0.000279132839054 +GTGTTA 0.000130284820904 0.000276491203353 +GTGTTG 0.000399997257162 0.000397125900358 +CGTGCC 0.000139427615353 6.5160347287e-05 +GTGGTA 0.00015542750564 0.000131201239808 +GCTACA 0.000210284272336 0.000209569765599 +GTGGTC 0.000511996489167 0.000157617596816 +GCTACC 7.54280542076e-05 6.95630734551e-05 +GTGGTG 0.00117256338814 0.000266805205783 +GCTACG 4.5713972247e-05 3.52218093443e-05 +CGTGCA 0.000141713313966 0.000119754151771 +TTTCGT 0.000107427834781 0.000114470880369 +TGCCCT 0.000157713204252 0.000171706320554 +AGCGTT 0.000130284820904 0.00014881214448 +CGTGCG 3.19997805729e-05 7.04436186887e-05 +CACGGA 0.000164570300089 9.33377947625e-05 +TGCCCA 0.000150856108415 0.000145289963545 +TGCCCG 8.4570848657e-05 6.16381663526e-05 +ACAGTG 0.000559996160026 0.000407692443161 +AGCGTA 4.5713972247e-05 7.22047091559e-05 +AGCGTC 0.000214855669561 0.000110948699435 +GTACGT 3.885687641e-05 6.86825282215e-05 +AGCGTG 0.000230855559848 0.000117993061304 +GGCCCC 0.000198855779275 8.89350685945e-05 +GGCCCA 0.000262855340421 0.000117993061304 +CACGTG 0.000175998793151 0.000156737051582 +GGCCCG 0.000118856327842 6.5160347287e-05 +CACGTA 4.34282736347e-05 7.92490710248e-05 +CACGTC 0.000130284820904 0.000117993061304 +ACGTGC 7.99994514323e-05 9.24572495289e-05 +ACGTGA 4.5713972247e-06 0.00015849814205 +ACGTGG 6.39995611459e-05 0.000106545973267 +AAATGG 0.000322283504342 0.000427944983534 +CACGTT 8.22851500447e-05 0.000133842875509 +GGGGCC 0.000178284491763 7.92490710248e-05 +TCTTAA 9.14279444941e-06 0.000364545726714 +GGCCCT 0.000299426518218 0.000108307063734 +GGGACA 0.000223998464011 0.000191958860927 +GGTATA 3.885687641e-05 0.0001074265185 +GGGACC 0.000137141916741 8.62934328936e-05 +TCGTGG 6.85709583706e-05 6.16381663526e-05 +ACGTGT 9.59993417188e-05 0.000167303594386 +TCTTAG 2.28569861235e-06 0.00012944014934 +GCTTCC 0.00019428438205 0.000136484511209 +AGAGAG 0.00084570848657 0.000708838913055 +AGAGAA 0.000511996489167 0.00057587658278 +AGAGAC 0.000626281419785 0.000323160100734 +TCGTGA 9.14279444941e-06 8.18907067256e-05 +GTCTTT 0.000255998244583 0.000334607188771 +TCTATC 0.000159998902865 0.000160259232517 +TCTATG 0.000219427066786 0.000150573234947 +AGAGAT 0.000422854243285 0.000348695912509 +TTCACA 0.000482282407206 0.000567951675678 +GTCTTG 0.000164570300089 0.000195481041861 +TCTATT 0.000148570409803 0.000300265924661 +GTCTTC 0.000425139941898 0.000267685751017 +GTCTTA 9.59993417188e-05 0.000169945230086 +GCAGAG 0.00120913456593 0.000402409171759 +GAAGGC 0.000461711119695 0.000201644858496 +GCTCAC 0.000267426737645 0.000213972491767 +GCAGAC 0.000617138625335 0.000276491203353 +GCAGAA 0.000710852268442 0.000471972245214 +GCTCAG 0.000861708376857 0.000289699381857 +ATGCGT 0.000166855998702 0.000114470880369 +TTGCTG 0.000420568544673 0.000401528626526 +CTTGAC 0.000255998244583 0.000208689220365 +TTGCTA 8.4570848657e-05 0.000199003222796 +TTGCTC 0.000159998902865 0.000260641389148 +GCAGAT 0.00065142410452 0.000358381910079 +GCTCAT 0.000313140709892 0.00026592466055 +GTTTGC 0.000137141916741 0.000311713012697 +TTGCTT 0.000189712984825 0.000420900621665 +ATGCGG 0.00011657062923 9.15767042953e-05 +GAGAGG 0.000623995721172 0.000369828998116 +TAGCCG 0.0 5.72354401846e-05 +ATGCGC 0.000214855669561 0.0001074265185 +ATGCGA 0.000118856327842 0.000110948699435 +TGTAAG 0.000253712545971 0.000237747213074 +GGCTAG 2.28569861235e-06 8.18907067256e-05 +TGTAAC 0.000182855888988 0.00027825229382 +GGCTAC 0.000367997476589 9.59794304633e-05 +GACTGT 0.0003885687641 0.00029762428896 +GGCTAA 9.14279444941e-06 0.000156737051582 +ACTGTA 0.000221712765398 0.000388320448021 +TTGGTA 8.22851500447e-05 0.00013912614691 +ACTGTC 0.000285712326544 0.000222777944103 +TTGGTC 0.000187427286213 0.000205167039431 +TTCGAC 0.000265141039033 8.80545233609e-05 +ACTGTG 0.000525710680841 0.000365426271948 +AATCAA 0.000235426957072 0.000513357871194 +GACTGC 0.000548567666965 0.000267685751017 +GGCTAT 0.000255998244583 0.000156737051582 +GACTGA 6.62852597582e-05 0.000403289716993 +GACTGG 0.000553139064189 0.00027561065812 +TGTAAT 0.000137141916741 0.000469330609513 +TGTGGT 0.000230855559848 0.000349576457743 +TTGGTT 0.000182855888988 0.000323160100734 +ACTGTT 0.000351997586302 0.000425303347833 +GTTTCT 0.000260569641808 0.00044907806914 +ATAATT 9.14279444941e-05 0.000549460225772 +CCTTTT 0.00019428438205 0.000455241885776 +GTTTCG 6.39995611459e-05 8.80545233609e-05 +GTTTCC 0.000175998793151 0.000290579927091 +GTTTCA 0.000230855559848 0.000400648081292 +ATAATG 0.000153141807028 0.000409453533628 +CCTTTA 0.000171427395926 0.000359262455312 +CCTTTC 0.000246855450134 0.000208689220365 +ATAATC 0.000150856108415 0.000274730112886 +ATAATA 5.48567666965e-05 0.000579398763714 +CCTTTG 0.000207998573724 0.000258880298681 +ACAGAA 0.000610281529498 0.000590845851751 +ACAGAC 0.00066056689897 0.000409453533628 +GCCCCT 0.000244569751522 9.86210661642e-05 +ACAGAG 0.000980564704699 0.000471972245214 +TTATCT 8.68565472694e-05 0.000280893929521 +CTGGAC 0.00133713368823 0.000280893929521 +CTGGAA 0.000758851939301 0.000427944983534 +CTGGAG 0.00258512513057 0.000533610411567 +ACAGAT 0.000541710571128 0.00044907806914 +GTGAAG 0.00119999177148 0.000389200993255 +TGGGGA 0.000175998793151 0.000176989591955 +CCTTGC 0.000143999012578 0.000144409418312 +TTATCA 9.37136431064e-05 0.000390081538489 +CTGGAT 0.0010354214714 0.000389200993255 +TTATCC 0.000105142136168 0.000185795044291 +CCAATG 0.000338283394628 0.000188436679992 +AAACCG 0.000159998902865 0.000127679058873 +AAACCA 0.000658281200357 0.000476374971382 +CCAATC 0.000180570190376 0.000165542503918 +AAACCC 0.000546281968352 0.000313474103165 +CCAATA 7.99994514323e-05 0.000184914499058 +TGTCGG 8.91422458817e-05 9.86210661642e-05 +GAGATC 0.00122970585345 0.000232463941673 +AACGAG 0.000473139612757 0.000123276332705 +GAGATA 0.000210284272336 0.00017082577532 +AACGAA 0.000217141368173 0.000137365056443 +GAGATG 0.00116799199091 0.000374231724284 +AACGAC 0.000374854572426 0.000117993061304 +AAACCT 0.000518853585004 0.000374231724284 +CCAATT 0.000118856327842 0.000206928129898 +ATTTGC 0.000105142136168 0.00038303717662 +GTCGAT 8.4570848657e-05 6.78019829879e-05 +ATTTGG 0.000105142136168 0.000312593557931 +AACGAT 0.000196570080662 0.00012679851364 +TGTCGT 7.771375282e-05 0.00014881214448 +CCCTAC 0.000210284272336 6.69214377543e-05 +GAGATT 0.000681138186481 0.000302907560361 +CCCTAA 4.5713972247e-06 0.000140887237377 +TACAAC 0.000571424653088 0.000232463941673 +CATTAT 0.000201141477887 0.000448197523907 +CTACAC 9.14279444941e-05 0.000222777944103 +TGGATT 0.000219427066786 0.000422661712132 +ATCACA 0.000598853036436 0.000440272616804 +ATCACC 0.000605710132273 0.000221897398869 +CATGCT 0.000287998025156 0.00032932391737 +TGACAC 2.28569861235e-06 0.000225419579804 +ATCACG 0.000187427286213 0.000106545973267 +TGGATA 8.4570848657e-05 0.000309071376997 +CATTAG 4.5713972247e-06 0.000260641389148 +CATTAA 1.59998902865e-05 0.000459644611944 +CATTAC 0.000235426957072 0.000285296655689 +CATGCA 0.000265141039033 0.000403289716993 +TGACAT 2.28569861235e-06 0.000434108800169 +CATGCC 0.000210284272336 0.000179631227656 +ATCACT 0.000523424982229 0.000282655019988 +CATGCG 7.31423555953e-05 0.000117993061304 +GTAGAA 0.000164570300089 0.000194600496628 +GTAGAC 0.000205712875112 0.000110948699435 +GTAGAG 0.000322283504342 0.000140887237377 +ACAACA 0.000338283394628 0.000678019829879 +ACAACC 0.000146284711191 0.000213091946533 +GATTGC 0.000111999232005 0.000155856506349 +ACAACG 7.31423555953e-05 0.000104784882799 +ACTAAG 0.000203427176499 0.000160259232517 +GTAGAT 0.000249141148746 0.000164661958685 +TGCTAC 0.000226284162623 0.000125037423172 +GGGTAC 0.000111999232005 5.98770758854e-05 +TGATGC 4.5713972247e-06 0.000308190831763 +GATTGT 0.000148570409803 0.000293221562792 +TTCAGT 0.000450282626633 0.000518641142595 +ACAACT 0.000187427286213 0.00033196555307 +GGGTAA 4.5713972247e-06 0.000130320694574 +TTGCCT 0.000180570190376 0.000247433210644 +TAATAG 0.0 0.000210450310832 +AGTCCG 9.59993417188e-05 6.86825282215e-05 +TAATAC 0.0 0.000221016853636 +GTCCGA 0.00015542750564 6.69214377543e-05 +TAATAA 0.0 0.000759910536604 +GTCCGC 0.000148570409803 6.42798020534e-05 +TGTTTA 9.59993417188e-05 0.000845323424264 +TCAACA 0.000228569861235 0.000443794797739 +CACATC 0.000502853694718 0.000357501364845 +GTCCGT 9.14279444941e-05 7.83685257912e-05 +TAATAT 0.0 0.000545938044837 +ATTCGC 0.00015542750564 8.89350685945e-05 +TTCTCC 0.000575996050313 0.000375112269517 +ATTCGA 0.000157713204252 8.541288766e-05 +TAACGA 0.0 8.45323424264e-05 +ATTCGG 9.14279444941e-05 6.69214377543e-05 +TTCTCG 8.91422458817e-05 0.000115351425603 +GAGCTA 0.000205712875112 0.000162900868218 +TCGTAC 0.000114284930618 5.37132592501e-05 +TACCTT 0.000180570190376 0.000189317225226 +TCGTAA 4.5713972247e-06 9.24572495289e-05 +TCGTAG 4.5713972247e-06 4.57883521476e-05 +GAACCT 0.000290283723769 0.000124156877939 +ATCCAA 0.000203427176499 0.000272969022419 +ATCCAC 0.00041828284606 0.000236866667841 +TGAACC 0.0 0.000198122677562 +TTCTCT 0.000445711229409 0.000457883521476 +ATCCAG 0.000836565692121 0.00033196555307 +GAACCC 0.000260569641808 0.000140006692144 +TTATAT 7.31423555953e-05 0.000604934575489 +GAACCA 0.000326854901566 0.000182272863357 +GAACCG 0.000107427834781 9.24572495289e-05 +TACCTC 0.000313140709892 0.000162900868218 +TCGTAT 9.59993417188e-05 8.62934328936e-05 +ACCATC 0.000799994514323 0.000185795044291 +ACCATA 0.000210284272336 0.000149692689713 +ACCATG 0.000493710900268 0.00018051177289 +ATGTTG 0.000367997476589 0.000425303347833 +AGCTCT 0.000452568325246 0.000339890460173 +TGTCCT 0.000230855559848 0.000311713012697 +AGTGGT 0.000230855559848 0.000189317225226 +TGATGT 6.85709583706e-06 0.000526566049698 +ATGTTT 0.000491425201656 0.000846203969498 +ACCATT 0.000443425530796 0.000281774474755 +AGCTCG 0.000139427615353 0.000117993061304 +AGTGGC 0.000262855340421 0.000176109046722 +AGCTCC 0.000411425750223 0.000251835936812 +AGCTCA 0.000317712107117 0.000370709543349 +TCCATG 0.00053485347529 0.000242149939242 +CAGTAA 2.74283833482e-05 0.000385678812321 +CAGTAC 0.000562281858639 0.000185795044291 +CAGTAG 2.28569861235e-05 0.000183153408591 +TTAATA 9.14279444941e-05 0.000635753658665 +CAGTAT 0.000402282955774 0.000281774474755 +AAAGTA 0.000276569532095 0.000388320448021 +AAAGTC 0.000470853914145 0.000375992814751 +AAAGTG 0.000850279883795 0.000515999506895 +GATCTA 0.000198855779275 0.000153214870648 +GATCTC 0.000354283284915 0.000204286494197 +TGTCCA 0.000221712765398 0.000324040645968 +GATCTG 0.000980564704699 0.000292341017558 +TCCCTT 0.000157713204252 0.000223658489337 +CCGGCC 0.000127999122292 9.33377947625e-05 +ATTAGG 8.22851500447e-05 0.000191078315693 +AAAGTT 0.000399997257162 0.000475494426149 +ACTCTC 0.000242284052909 0.000242149939242 +ATTAGC 0.00011657062923 0.00023422503214 +TCCCTC 0.000210284272336 0.000247433210644 +TGTCCG 0.000121142026455 0.0001074265185 +TCCCTA 6.39995611459e-05 9.95016113978e-05 +TTAATG 0.000173713094539 0.000543296409137 +TCCCTG 0.000258283943196 0.000217494672701 +GATCTT 0.000397711558549 0.000240388848775 +CACAAT 0.000308569312668 0.000418258985964 +AAGTGC 0.000285712326544 0.000254477572513 +TGTTCT 0.000146284711191 0.000415617350263 +AAGTGG 0.000299426518218 0.000265044115316 +TGATTG 4.5713972247e-06 0.000358381910079 +TGCGCA 6.39995611459e-05 0.000147051054013 +TCTGAT 0.000548567666965 0.000430586619235 +TGTATT 0.000114284930618 0.000591726396985 +CGAGGT 0.000105142136168 7.13241639223e-05 +TGTTCA 0.000127999122292 0.000518641142595 +CACAAG 0.000511996489167 0.000296743743726 +TGTTCC 0.000109713533393 0.00023422503214 +AAGTGT 0.000319997805729 0.000398886990825 +CACAAC 0.00049599659888 0.000322279555501 +TGTTCG 7.31423555953e-05 0.000121515242238 +TCTGAA 0.000601138735049 0.000558265678108 +TCTGAC 0.000454854023858 0.000294982653259 +TCTGAG 0.000676566789256 0.000344293186341 +CGCGCC 8.22851500447e-05 8.01296162584e-05 +CGCGCA 5.94281639212e-05 7.74879805576e-05 +GGTAAA 0.000324569202954 0.000289699381857 +CGCGCG 5.02853694718e-05 9.50988852297e-05 +CTCCCT 0.00019428438205 0.000220136308402 +AGCGGG 0.000180570190376 0.000115351425603 +AGCGGA 0.000269712436258 0.000127679058873 +ACCTCT 0.000306283614055 0.000250074846345 +GGTAAG 7.31423555953e-05 8.62934328936e-05 +CGCGCT 7.54280542076e-05 0.000102143247099 +ACCTCC 0.000290283723769 0.000187556134759 +ACCTCA 0.000255998244583 0.000269446841484 +ACCTCG 6.39995611459e-05 5.89965306518e-05 +CTCCCC 0.000114284930618 0.000145289963545 +GCCTCT 0.000333711997403 0.000200764313263 +TAAGCC 2.28569861235e-06 0.000123276332705 +CGGGAG 0.000285712326544 8.98156138281e-05 +CCCATG 0.000420568544673 0.000165542503918 +CGGGAA 0.000148570409803 8.98156138281e-05 +CCCATA 0.00011657062923 0.000119754151771 +CGGGAC 0.000251426847359 7.6607435324e-05 +CCCATC 0.000521139283616 0.000164661958685 +TTGTTG 0.000191998683438 0.000483419333251 +CCTGCT 0.000628567118397 0.000333726643538 +CCGAAT 0.000100570738944 8.18907067256e-05 +CCCATT 0.000306283614055 0.000221016853636 +CGGGAT 0.000191998683438 8.89350685945e-05 +GCCTCG 0.000143999012578 9.33377947625e-05 +GCCTCA 0.000262855340421 0.000210450310832 +TAAGCT 2.28569861235e-06 0.000218375217935 +GCCTCC 0.000363426079364 0.000183153408591 +CCGAAC 0.000114284930618 9.50988852297e-05 +CCTGCG 0.000182855888988 0.000120634697004 +CCGAAA 0.000157713204252 0.000123276332705 +CCGAAG 0.000137141916741 0.000116231970836 +CCTGCC 0.000372568873813 0.000240388848775 +CCTGCA 0.000493710900268 0.000388320448021 +GTACTG 0.000166855998702 0.000191078315693 +CAAGGT 0.000228569861235 0.00014881214448 +CCATTC 0.000239998354297 0.000220136308402 +CCATTA 0.000100570738944 0.000211330856066 +CCATTG 0.000143999012578 0.000243030484476 +TATAAC 0.000201141477887 0.000200764313263 +GATTTG 0.000356568983527 0.000377753905218 +GTACTC 6.62852597582e-05 8.36517971928e-05 +GTCGAA 5.02853694718e-05 6.60408925206e-05 +CCATTT 0.00019428438205 0.000442914252505 +TCAGCG 0.000121142026455 0.00020252540373 +TCTACC 8.22851500447e-05 9.95016113978e-05 +TCTACG 5.48567666965e-05 5.98770758854e-05 +ACTTTC 0.000299426518218 0.000298504834193 +CGCAAC 0.000251426847359 8.541288766e-05 +TGCTTA 6.17138625335e-05 0.000253597027279 +CGCAAA 0.000374854572426 0.000163781413451 +ATACCG 2.51426847359e-05 5.19521687829e-05 +CGCAAG 0.000386283065488 9.15767042953e-05 +ATACCA 0.000143999012578 0.000154975961115 +ATACCC 8.22851500447e-05 7.48463448567e-05 +TCTACT 0.000153141807028 0.00017082577532 +CCGAGT 0.000102856437556 5.89965306518e-05 +ATACCT 0.00011657062923 0.000149692689713 +GATAGG 5.25710680841e-05 5.01910783157e-05 +CGCAAT 0.000132570519516 9.15767042953e-05 +TAGTAA 0.0 0.00022453903457 +TGGGTG 0.000292569422381 0.000189317225226 +TAGTAC 0.0 9.77405209306e-05 +CTCAAG 0.000681138186481 0.0002122114013 +GTTTTG 0.000370283175201 0.000647200746702 +CTCAAA 0.000731423555953 0.000409453533628 +TAGTAG 0.0 0.000128559604107 +CTCAAC 0.000756566240689 0.000240388848775 +GTGTGC 0.00027199813487 0.000302027015128 +GTGTGA 2.05712875112e-05 0.000455241885776 +GTGTGG 0.000340569093241 0.000317876829333 +TAACGG 0.0 9.6859975697e-05 +TTGCGT 0.000111999232005 9.77405209306e-05 +CTCAAT 0.000468568215532 0.000288818836624 +TAGTAT 0.0 0.00016113977775 +GTTCTC 0.000249141148746 0.000240388848775 +GTGTGT 0.000546281968352 0.00129616258387 +ATCTTT 0.000313140709892 0.000435869890636 +GTTGGG 0.000153141807028 0.000155856506349 +GTTGGA 0.000409140051611 0.000244791574943 +GTTGGC 0.000265141039033 0.000138245601677 +CCTTGG 7.54280542076e-05 0.000142648327845 +CCTTGA 1.37141916741e-05 0.000183153408591 +GGGAAA 0.000514282187779 0.000407692443161 +AGGATT 0.000207998573724 0.00030995192223 +GGACGT 0.000109713533393 0.000111829244668 +GTTGGT 0.000306283614055 0.000187556134759 +ATCTTG 0.000258283943196 0.000252716482046 +GAGAGT 0.000518853585004 0.000214853037001 +ATCTTA 0.000150856108415 0.000233344486906 +ATCTTC 0.000674281090644 0.000299385379427 +AGGATC 0.000255998244583 0.000209569765599 +AGGATA 0.000114284930618 0.00015849814205 +AGGATG 0.000278855230707 0.000317876829333 +GACATG 0.000909708047716 0.000273849567652 +GACATC 0.00105827845752 0.000257119208214 +GACATA 0.000251426847359 0.00019283940616 +TCGGCG 7.54280542076e-05 5.54743497173e-05 +GAATAT 0.000308569312668 0.00033196555307 +GGTGCA 0.00037942596965 0.000179631227656 +TCGGCC 0.000123427725067 7.04436186887e-05 +ATCAGA 0.000354283284915 0.000431467164468 +TTGCGA 4.34282736347e-05 5.54743497173e-05 +GACATT 0.00069028098093 0.000389200993255 +TTGCGG 0.000102856437556 6.86825282215e-05 +GAATAG 4.5713972247e-06 0.000145289963545 +TCGGCT 0.000148570409803 0.000125037423172 +CATAGA 6.39995611459e-05 0.000154975961115 +GAATAC 0.000413711448836 0.000160259232517 +GAATAA 2.51426847359e-05 0.000361904091013 +TGCCTG 0.000306283614055 0.000253597027279 +CACCGC 0.000146284711191 0.000103023792332 +TGCAGA 0.000265141039033 0.000499269147456 +TTAATT 0.000102856437556 0.000757268900903 +GGACGA 0.00019428438205 0.000119754151771 +TGAGGT 2.28569861235e-06 0.000258880298681 +TTTCTA 0.000157713204252 0.00035133754821 +TTATAA 1.37141916741e-05 0.000508074599792 +GAAATG 0.000603424433661 0.000550340771005 +AATGAT 0.000498282297493 0.000489583149886 +GAAATA 0.000226284162623 0.000511596780727 +GAAATC 0.000546281968352 0.000355740274378 +GAAATT 0.000358854682139 0.000384798267087 +AATGAA 0.000825137199059 0.000773118715108 +AATGAC 0.000635424214234 0.000390081538489 +AATGAG 0.000911993746329 0.000391842628956 +TCAGCA 0.000338283394628 0.000476374971382 +TACTAG 9.14279444941e-06 7.74879805576e-05 +CTTGGA 0.000338283394628 0.00022453903457 +CTTGGC 0.00023314125846 0.000132962330275 +GTATTG 7.99994514323e-05 0.000214853037001 +GTCCTT 0.000182855888988 0.000173467411021 +CTTGGG 0.000141713313966 0.00012944014934 +AGCCCT 0.000281140929319 0.00018051177289 +GGGAAT 0.000198855779275 0.000163781413451 +TTGAAT 0.000196570080662 0.000486941514186 +GTCCTA 5.02853694718e-05 8.541288766e-05 +GTCCTC 0.000235426957072 0.000218375217935 +TGCACG 8.91422458817e-05 0.000109187608967 +CTTGGT 0.000217141368173 0.000169064684853 +GTCCTG 0.000493710900268 0.000253597027279 +TGCACC 0.000287998025156 0.000188436679992 +TTGAAA 0.000331426298791 0.000554743497173 +AGCCCG 0.000125713423679 8.62934328936e-05 +AGCCCA 0.000278855230707 0.000162900868218 +AGCCCC 0.000201141477887 0.000111829244668 +TTAACT 0.000100570738944 0.000353979183911 +ATAAAT 0.000157713204252 0.000862053783703 +TGGTCG 3.885687641e-05 8.1010161492e-05 +TGGTCA 0.000118856327842 0.000266805205783 +TGGTCC 0.000114284930618 0.000149692689713 +ACGATT 6.85709583706e-05 0.000138245601677 +GAGACT 0.000548567666965 0.000226300125037 +GATTCA 0.000356568983527 0.000360143000546 +GAGGAG 0.0030902645239 0.000477255516616 +ATAAAG 0.000313140709892 0.000545938044837 +ATAAAA 0.000180570190376 0.00104960991846 +TCAGCC 0.000292569422381 0.000264163570083 +ATAAAC 0.000217141368173 0.000496627511755 +GAGACG 0.000452568325246 0.000203405948964 +ACGATG 0.000123427725067 0.000142648327845 +CTACAG 0.000406854352999 0.000262402479615 +GAGACC 0.000678852487869 0.000136484511209 +ACGATC 6.62852597582e-05 9.24572495289e-05 +GAGACA 0.000409140051611 0.000306429741296 +ACGATA 4.34282736347e-05 8.18907067256e-05 +GGTTAC 0.000219427066786 8.27712519592e-05 +ATGTGT 0.000262855340421 0.000509835690259 +GGTTAA 9.14279444941e-06 0.000228061215505 +ACCACT 0.000383997366875 0.000233344486906 +GCACTT 0.000237712655685 0.000229822305972 +CTTCCT 0.000484568105819 0.000291460472324 +TAAACT 0.0 0.000457883521476 +CTCAGT 0.00046628251692 0.000271207931951 +TCCGCT 0.000139427615353 0.000140006692144 +ACCACG 0.000118856327842 9.42183399961e-05 +ATGTGG 0.000269712436258 0.000302027015128 +ACCACC 0.000571424653088 0.000182272863357 +GAGGAA 0.00161370322032 0.000506313509325 +ACCACA 0.000459425421083 0.00032932391737 +GGTTAT 0.000244569751522 0.000191078315693 +TCCGCC 0.00019428438205 9.95016113978e-05 +GACGTG 0.000477711009982 0.000132962330275 +TCCGCG 5.71424653088e-05 6.69214377543e-05 +AACGTC 0.000290283723769 0.000150573234947 +AACGTA 6.17138625335e-05 8.80545233609e-05 +AACGTG 0.000329140600179 0.00014881214448 +CGTGAC 0.000182855888988 0.000109187608967 +AGTGTG 0.00046628251692 0.000460525157177 +TCTTCG 6.85709583706e-05 0.0001074265185 +AGTGTA 0.000132570519516 0.000293221562792 +TCTTCA 0.000331426298791 0.000542415863903 +AGTGTC 0.000212569970949 0.000220136308402 +TCTTCC 0.000187427286213 0.000283535565222 +CGTGAT 0.000182855888988 0.000123276332705 +TAAGTC 0.0 0.000147931599246 +AACGTT 0.000150856108415 0.000233344486906 +CCGTGA 4.5713972247e-06 9.95016113978e-05 +TCTTCT 0.000301712216831 0.000427944983534 +AGTGTT 0.000294855120993 0.000486060968952 +GTGCGC 0.000260569641808 0.000120634697004 +TTGGCA 0.000235426957072 0.000251835936812 +AAAGGT 0.000470853914145 0.000323160100734 +TTGGCC 0.000269712436258 0.000179631227656 +GAGTAG 1.14284930618e-05 0.000115351425603 +TTAACG 4.34282736347e-05 0.000132081785041 +TTGGCG 0.000111999232005 8.45323424264e-05 +GACTTC 0.000722280761503 0.000188436679992 +TCGAGT 6.17138625335e-05 9.95016113978e-05 +GACTTA 8.68565472694e-05 0.000143528873078 +GACTTG 0.000395425859937 0.000188436679992 +AAAGGG 0.00027199813487 0.000311713012697 +AAAGGA 0.00081599440461 0.000454361340542 +TTGGCT 0.000347426189078 0.000241269394009 +AAAGGC 0.000617138625335 0.000252716482046 +GAGTAC 0.000585138844762 8.62934328936e-05 +GTATGG 7.54280542076e-05 0.000155856506349 +GACTTT 0.000596567337824 0.000380395540919 +TAAACC 2.28569861235e-06 0.000318757374566 +CAAGAA 0.000411425750223 0.000356620819612 +GACGTT 0.000173713094539 0.00016113977775 +CAAGAC 0.000402282955774 0.000230702851205 +GATTCG 0.000121142026455 7.22047091559e-05 +CAAGAG 0.000537139173903 0.00023422503214 +TTCTTG 0.000249141148746 0.00034165155064 +TTCTTC 0.000758851939301 0.000420900621665 +TTCTTA 0.000102856437556 0.00029762428896 +CAAGAT 0.000308569312668 0.000272088477185 +AGGGCT 0.000143999012578 0.000178750682423 +TACGGG 0.000118856327842 4.31467164468e-05 +TACGGA 0.000189712984825 6.60408925206e-05 +TACGGC 0.000329140600179 6.60408925206e-05 +CTCAGA 0.000354283284915 0.000375992814751 +TAGAGT 0.0 0.000168184139619 +TACGGT 0.000137141916741 4.93105330821e-05 +AGGGCG 9.59993417188e-05 9.6859975697e-05 +AGGGCA 0.000130284820904 0.000223658489337 +AGGGCC 0.000146284711191 0.000143528873078 +TCGAGA 3.885687641e-05 8.45323424264e-05 +CTGTGC 0.000386283065488 0.000308190831763 +TAGAGA 4.5713972247e-06 0.000211330856066 +GGCGAG 0.000306283614055 0.000105665428033 +CCGTGT 0.00011657062923 0.000119754151771 +GTGCTG 0.0010925639367 0.00036102354578 +GTGCTA 0.000146284711191 0.000117993061304 +ATCTGT 0.000317712107117 0.000394484264657 +CGAATT 6.17138625335e-05 8.71739781273e-05 +GCTCGT 0.000203427176499 0.000102143247099 +ATCTGA 2.28569861235e-05 0.000410334078862 +CGAATC 0.000125713423679 6.60408925206e-05 +ATCTGC 0.000441139832184 0.000350457002976 +CGAATA 5.71424653088e-05 8.541288766e-05 +CGAATG 0.000169141697314 0.000125037423172 +ATCTGG 0.000319997805729 0.00027561065812 +ATCATA 0.000205712875112 0.000286177200923 +GATAGC 0.000100570738944 9.24572495289e-05 +AAGCAG 0.00100570738944 0.000464047338112 +GATAGA 0.000118856327842 0.000151453780181 +AAGCAA 0.000322283504342 0.000387439902788 +CAAACT 0.000210284272336 0.000486060968952 +AAGCAC 0.000347426189078 0.000299385379427 +TTTACC 0.000166855998702 0.0003196379198 +CATTTC 0.00027199813487 0.000521282778296 +CTAGGT 5.25710680841e-05 6.69214377543e-05 +CATTTA 0.000125713423679 0.000686825282215 +CATTTG 0.000180570190376 0.0005318493211 +GTTATA 7.31423555953e-05 0.000208689220365 +CAAACA 0.000285712326544 0.000797773981649 +AAGCAT 0.000287998025156 0.000368948452882 +CAAACC 0.000253712545971 0.000316996284099 +CTCGGG 0.000141713313966 7.30852543895e-05 +ATCATT 0.000509710790555 0.000492224785587 +CAAACG 7.08566569829e-05 0.000178750682423 +CTAGGG 6.85709583706e-05 5.28327140165e-05 +GTTATT 0.000205712875112 0.000456122431009 +TGGAGC 0.000198855779275 0.000359262455312 +CTAGGC 0.000107427834781 6.25187115862e-05 +CATTTT 0.000182855888988 0.00109187608967 +CTAGGA 9.37136431064e-05 7.30852543895e-05 +AAGTTT 0.000630852817009 0.000491344240354 +TACAGT 0.000351997586302 0.000424422802599 +CTCGAA 0.000111999232005 0.000116231970836 +CTAACG 3.42854791853e-05 6.86825282215e-05 +CTAAGG 7.08566569829e-05 0.000105665428033 +CTAAGA 9.37136431064e-05 0.000121515242238 +CTAAGC 7.31423555953e-05 0.000112709789902 +TACAGG 0.000290283723769 0.000199003222796 +AAGTTG 0.000297140819606 0.000366306817181 +AAGTTA 0.000143999012578 0.0003196379198 +TACAGC 0.000559996160026 0.000307310286529 +AAGTTC 0.000603424433661 0.000197242132328 +TACAGA 0.000514282187779 0.00033196555307 +CTAAGT 6.85709583706e-05 0.000104784882799 +GTATGA 2.05712875112e-05 0.000211330856066 +GGGGCA 0.000201141477887 9.6859975697e-05 +GGGGCG 0.000107427834781 6.60408925206e-05 +TTCAAC 0.000722280761503 0.000286177200923 +TATATC 0.000134856218129 0.000210450310832 +TATATA 6.62852597582e-05 0.000694750189317 +TGTATA 5.71424653088e-05 0.000388320448021 +TATATG 0.000162284601477 0.000314354648398 +TCCGGT 0.000105142136168 8.98156138281e-05 +GGTCCA 0.000374854572426 0.000134723420742 +TATATT 0.000171427395926 0.000641917475301 +GGACTA 8.22851500447e-05 0.00014881214448 +TCTTAC 0.000180570190376 0.000185795044291 +TGATGG 2.28569861235e-06 0.00040505080746 +CTCGGT 0.000121142026455 8.541288766e-05 +ATGAGT 0.000287998025156 0.000267685751017 +GCCCAC 0.000171427395926 0.000108307063734 +TGATGA 2.28569861235e-06 0.000582920944649 +TGCCAT 0.000191998683438 0.000316115738866 +ACTCTT 0.000281140929319 0.000308190831763 +TGTTTC 0.000189712984825 0.00050014969269 +CACATA 0.000159998902865 0.000324921191202 +TCATAA 2.05712875112e-05 0.000377753905218 +CACATG 0.000518853585004 0.000378634450452 +TGTTTG 0.000276569532095 0.000751985629502 +ATGAGA 0.000306283614055 0.000339890460173 +ATGAGC 0.000514282187779 0.000267685751017 +ATGAGG 0.000411425750223 0.000257119208214 +GTGGCT 0.000610281529498 0.000179631227656 +ACTCTG 0.000655995501745 0.000316115738866 +TGCCAG 0.000331426298791 0.000215733582234 +ACTCTA 0.000164570300089 0.000172586865787 +ATTGTT 0.000308569312668 0.000511596780727 +CACATT 0.00027199813487 0.000486060968952 +TGCCAC 0.000159998902865 0.000191958860927 +AAATTC 0.000313140709892 0.000317876829333 +AAATTA 0.000153141807028 0.000742299631932 +AAATTG 0.000175998793151 0.000461405702411 +TCCACT 0.000372568873813 0.000340771005407 +TTCAAT 0.000319997805729 0.000393603719423 +CTTCGA 0.000111999232005 6.69214377543e-05 +CGTACC 4.11425750223e-05 3.87439902788e-05 +TTAATC 8.91422458817e-05 0.000369828998116 +AAATTT 0.000292569422381 0.000590845851751 +TTCGAA 9.14279444941e-05 9.33377947625e-05 +CTTAGT 7.54280542076e-05 0.000106545973267 +GGGAAC 0.000322283504342 0.000127679058873 +GGTGCG 0.000109713533393 5.45938044837e-05 +GCGTAT 0.000125713423679 6.16381663526e-05 +GGGAAG 0.000553139064189 0.000185795044291 +GGTGCC 0.000301712216831 8.71739781273e-05 +TCGTCC 0.000137141916741 0.000124156877939 +GCCCAT 0.000148570409803 0.000130320694574 +AGAGCG 0.000148570409803 0.000179631227656 +GCGACT 8.22851500447e-05 7.92490710248e-05 +AGAGCC 0.000267426737645 0.000217494672701 +AGAGCA 0.000301712216831 0.000423542257366 +GCGTAG 6.85709583706e-06 4.93105330821e-05 +GGTGCT 0.000450282626633 0.000190197770459 +TCCCCA 0.000166855998702 0.000135603965976 +GCGTAC 0.000164570300089 4.40272616804e-05 +TAATTT 0.0 0.000760791081838 +GCGTAA 2.28569861235e-06 9.6859975697e-05 +GCGACG 6.17138625335e-05 6.0757621119e-05 +AGAGCT 0.000342854791853 0.000370709543349 +GCGACA 7.31423555953e-05 8.27712519592e-05 +TATCGG 7.99994514323e-05 4.22661712132e-05 +GCGACC 7.54280542076e-05 7.13241639223e-05 +TCCGGC 0.00015542750564 8.01296162584e-05 +GCAGGA 0.000639995611459 0.000347815367275 +GCAGGC 0.00031085501128 0.00018051177289 +GCAGGG 0.000223998464011 0.000217494672701 +CAATTT 6.17138625335e-05 0.000457883521476 +GCACTA 8.91422458817e-05 0.000132962330275 +CCGTGC 4.5713972247e-05 7.22047091559e-05 +GCTCGG 0.000109713533393 8.27712519592e-05 +TATTCT 0.000148570409803 0.000325801736435 +CCGTGG 9.59993417188e-05 7.74879805576e-05 +CTTTAG 4.5713972247e-06 0.000268566296251 +GCAGGT 0.000299426518218 0.000268566296251 +CTTCGT 8.68565472694e-05 7.6607435324e-05 +TATTCC 0.000134856218129 0.00025623866298 +CAATTG 4.5713972247e-05 0.000206928129898 +TATTCA 0.000121142026455 0.000420900621665 +CAATTA 6.17138625335e-05 0.000333726643538 +TATTCG 6.39995611459e-05 0.000103023792332 +CAATTC 8.4570848657e-05 0.0002122114013 +TGTAGA 7.08566569829e-05 0.00028793829139 +GGCTCA 0.000255998244583 0.000184033953824 +AGCATT 0.000324569202954 0.000390081538489 +GGCTCC 0.000477711009982 0.000145289963545 +AATCCT 0.000345140490465 0.000260641389148 +TGTAGG 4.5713972247e-05 0.000199003222796 +GGCTCG 0.000132570519516 8.62934328936e-05 +TTCGGA 0.000164570300089 9.33377947625e-05 +TTCGGC 0.00027199813487 8.541288766e-05 +CTTTAC 0.000297140819606 0.000325801736435 +TTCAAG 0.000635424214234 0.000307310286529 +TTCGGG 0.000198855779275 6.5160347287e-05 +AGCATG 0.000516567886392 0.000307310286529 +GGCTCT 0.000436568434959 0.000178750682423 +AGCATC 0.000575996050313 0.000285296655689 +TTTACT 0.000169141697314 0.000586443125583 +AGCATA 0.000143999012578 0.000276491203353 +TTACAT 6.85709583706e-05 0.000498388602222 +AGACCT 0.00019428438205 0.00018051177289 +TTCGGT 0.000132570519516 9.24572495289e-05 +GTTTAT 0.000260569641808 0.000581159854182 +GGGGAG 0.000326854901566 0.000189317225226 +GCACTC 0.000180570190376 0.000157617596816 +GCCTTT 0.000365711777976 0.000272088477185 +TGCTTG 0.000182855888988 0.000314354648398 +GTTTAA 2.05712875112e-05 0.000552101861473 +GAGGTG 0.00124342004512 0.000240388848775 +AACTTG 0.000278855230707 0.000296743743726 +GTTTAG 6.85709583706e-06 0.000266805205783 +GAGGTA 0.000182855888988 0.00016113977775 +CTGGCT 0.000783994624037 0.000271207931951 +AGGCGG 8.68565472694e-05 8.62934328936e-05 +AGGCGA 5.94281639212e-05 0.000111829244668 +AGGCGC 9.14279444941e-05 7.57268900903e-05 +AGGAGT 0.000159998902865 0.000195481041861 +ACAGCC 0.000345140490465 0.000284416110456 +ACAGCA 0.000438854133572 0.000591726396985 +TCCAGC 0.000692566679543 0.000412975714562 +ACAGCG 0.000189712984825 0.000204286494197 +AGGAGC 0.000274283833482 0.000294102108025 +AGGCGT 5.48567666965e-05 0.000103904337566 +AGGAGA 0.000331426298791 0.000394484264657 +CTGGCG 0.000317712107117 9.86210661642e-05 +AGGAGG 0.000244569751522 0.000368067907648 +CTGGCA 0.000500567996105 0.00022453903457 +CTGGCC 0.000934850732452 0.000167303594386 +GCGCCC 8.4570848657e-05 6.0757621119e-05 +GCATCG 6.85709583706e-05 8.27712519592e-05 +ACAGCT 0.000420568544673 0.000420900621665 +GGAAAA 0.000564567557251 0.000595248577919 +AACGCT 0.000253712545971 0.000153214870648 +AATTTT 0.000148570409803 0.000738777450998 +AAACAG 0.000921136540778 0.000733494179596 +TGTCAC 0.000173713094539 0.000289699381857 +AAACAC 0.000580567447538 0.000875261962207 +GCTCTA 0.000180570190376 0.000146170508779 +AAACAA 0.000445711229409 0.000988852297343 +AACGCG 5.94281639212e-05 8.71739781273e-05 +AATTTA 0.000118856327842 0.000648081291936 +AATTTC 0.000217141368173 0.000394484264657 +AACGCC 0.000299426518218 9.06961590617e-05 +TTTCAC 0.000235426957072 0.00044907806914 +ATTGGA 0.000436568434959 0.000291460472324 +AATTTG 0.000207998573724 0.000484299878485 +ATTTAC 0.000274283833482 0.000479016607083 +ATTTAA 1.37141916741e-05 0.00089551450258 +ATTTAG 4.5713972247e-06 0.000400648081292 +CCCTCG 0.000107427834781 9.06961590617e-05 +TAAATA 0.0 0.000935139038092 +GGAAAG 0.000772566130975 0.000345173731575 +TGACCA 9.14279444941e-06 0.000283535565222 +CATTCT 0.000134856218129 0.00032932391737 +TAAATC 4.5713972247e-06 0.000432347709702 +TGACCG 4.5713972247e-06 9.42183399961e-05 +GCGCCA 6.39995611459e-05 0.000115351425603 +CATTCG 6.62852597582e-05 9.42183399961e-05 +CATTCC 0.000118856327842 0.000215733582234 +CATTCA 0.000185141587601 0.000511596780727 +TCCATA 0.000143999012578 0.000227180670271 +GCCTTC 0.000566853255863 0.000147931599246 +ACAAAT 0.000207998573724 0.000615501118292 +GATTAA 2.28569861235e-05 0.000349576457743 +GTAGGC 7.31423555953e-05 9.77405209306e-05 +GATTAC 0.000402282955774 0.000205167039431 +GTAGGA 0.000111999232005 0.000149692689713 +GTAGGG 7.99994514323e-05 9.06961590617e-05 +GATTAG 4.5713972247e-06 0.000171706320554 +GCGGGT 0.000125713423679 7.22047091559e-05 +ACAAAC 0.000347426189078 0.00065160347287 +TTTCAA 0.000182855888988 0.000622545480161 +ACAAAA 0.000313140709892 0.000865575964637 +ACAAAG 0.000324569202954 0.000420020076431 +GCGGGC 8.4570848657e-05 6.78019829879e-05 +GTCGGT 0.000146284711191 7.39657996231e-05 +GCGGGA 0.000139427615353 0.000122395787472 +CCCTCA 0.000239998354297 0.000205167039431 +GATTAT 0.000313140709892 0.000388320448021 +GTAGGT 8.4570848657e-05 0.000105665428033 +AACCTG 0.000953136321351 0.000280013384288 +TAATGA 0.0 0.000428825528767 +GATGTT 0.00058285314615 0.00043675043587 +TAATGC 0.0 0.000282655019988 +GGGATG 0.00031085501128 0.000186675589525 +GCCCTT 0.000175998793151 0.000134723420742 +GCGCCG 8.22851500447e-05 8.89350685945e-05 +GGCGTA 6.17138625335e-05 5.6354894951e-05 +GCCCTC 0.000258283943196 0.000162020322984 +GATGTG 0.00106742125197 0.000352218093443 +GCCCTA 7.99994514323e-05 6.86825282215e-05 +GATGTA 0.000205712875112 0.000245672120177 +GCCCTG 0.000532567776678 0.000197242132328 +GATGTC 0.000450282626633 0.000286177200923 +AACCTC 0.000463996818308 0.000206928129898 +TGAAAT 2.28569861235e-06 0.000694750189317 +GCTCTT 0.000486853804431 0.000316996284099 +TTCTAA 2.05712875112e-05 0.000291460472324 +ATCCGT 0.000223998464011 0.000100382156631 +TTCTAC 0.00049599659888 0.000169064684853 +GGCTTA 9.59993417188e-05 0.000101262701865 +TTGGAT 0.000409140051611 0.000356620819612 +TGAAAC 0.0 0.000449958614374 +TGAAAG 2.28569861235e-06 0.000462286247645 +CCCTCC 0.000303997915443 0.000236866667841 +ATCCGC 0.000331426298791 0.000112709789902 +ATCCGA 0.000171427395926 8.541288766e-05 +ATCCGG 0.000148570409803 6.78019829879e-05 +TGGCTC 0.000251426847359 0.000175228501488 +TGGCTA 6.62852597582e-05 0.000140006692144 +TGGCTG 0.000429711339122 0.000324040645968 +GGGTGA 6.85709583706e-06 0.000155856506349 +AGTTGT 7.771375282e-05 0.000312593557931 +AGCTAT 0.000210284272336 0.000176109046722 +ATTAGT 9.14279444941e-05 0.000325801736435 +GTCGGC 0.000159998902865 6.95630734551e-05 +TGGCTT 0.000171427395926 0.000307310286529 +AGTTGG 7.08566569829e-05 0.000172586865787 +AGCTAA 2.05712875112e-05 0.000244791574943 +AGCTAC 0.000322283504342 0.000173467411021 +AGTTGC 5.94281639212e-05 0.000188436679992 +AGTTGA 1.37141916741e-05 0.000378634450452 +AGCTAG 6.85709583706e-06 0.000101262701865 +TCCTAG 9.14279444941e-06 5.81159854182e-05 +TCCAGT 0.000395425859937 0.000333726643538 +CTAATT 7.54280542076e-05 0.000288818836624 +CAGTGT 0.00046628251692 0.000470211154747 +TAACAA 0.0 0.000382156631386 +TCAGGT 0.000180570190376 0.000230702851205 +TCAAGG 0.000100570738944 0.00017082577532 +GTCGGG 0.000105142136168 7.83685257912e-05 +TCAAGC 0.000153141807028 0.000208689220365 +CTGCAC 0.000539424872515 0.000359262455312 +CTAATA 6.17138625335e-05 0.000235986122607 +CAGTGC 0.000422854243285 0.000335487734005 +CTAATC 0.000100570738944 0.000152334325414 +CAGTGA 5.25710680841e-05 0.000425303347833 +CAGTGG 0.000422854243285 0.000272088477185 +CTAATG 0.000223998464011 0.000230702851205 +TCAAGT 0.000123427725067 0.000271207931951 +CTGCAA 0.000372568873813 0.000354859729144 +GAGCCC 0.000473139612757 0.000130320694574 +TCAGGC 0.000214855669561 0.000200764313263 +CGAGCT 0.000203427176499 0.000121515242238 +TCCTAA 1.37141916741e-05 0.000163781413451 +GATCAG 0.000697138076767 0.00029762428896 +CAACCA 0.000235426957072 0.000215733582234 +GTTCAT 0.000255998244583 0.000331085007837 +TTCCCT 0.000317712107117 0.000239508303542 +TAACAG 0.0 0.000344293186341 +CGAGCG 0.000107427834781 6.86825282215e-05 +GTTAGT 7.771375282e-05 0.000156737051582 +CGAGCA 0.000159998902865 0.000125037423172 +GAGCCG 0.000326854901566 0.00013912614691 +CGAGCC 0.000166855998702 9.86210661642e-05 +GTTCAG 0.000587424543375 0.000350457002976 +TTCCCC 0.000329140600179 0.000197242132328 +GTTCAC 0.000255998244583 0.000243030484476 +GTTCAA 0.000180570190376 0.000260641389148 +TGAGCA 4.5713972247e-06 0.00035133754821 +GGACCT 0.000413711448836 9.95016113978e-05 +TACATG 0.000591995940599 0.000277371748587 +AAGTAC 0.000420568544673 0.000168184139619 +AAGTAA 4.5713972247e-05 0.000389200993255 +TACATC 0.000649138405908 0.000233344486906 +AAGTAG 1.37141916741e-05 0.000173467411021 +TACATA 0.000134856218129 0.000295863198493 +GCACAC 0.000178284491763 0.00033196555307 +GGACCG 0.000125713423679 5.45938044837e-05 +ATTGGT 0.000372568873813 0.000219255763169 +GGACCA 0.000420568544673 0.000120634697004 +TCATCA 0.000267426737645 0.000556504587641 +GGACCC 0.000395425859937 9.42183399961e-05 +CACACG 0.000189712984825 0.000181392318123 +TACATT 0.000319997805729 0.000574115492313 +CACACC 0.000294855120993 0.000291460472324 +GCACAA 0.000249141148746 0.000354859729144 +CACACA 0.00041828284606 0.00165806667489 +TCTGCC 0.000404568654386 0.000254477572513 +TCTGCA 0.000516567886392 0.000470211154747 +TCTGCG 0.000148570409803 0.000169064684853 +TAGATT 2.28569861235e-06 0.000266805205783 +CCCGTC 0.000164570300089 9.77405209306e-05 +TTAAGG 8.22851500447e-05 0.000260641389148 +CCCGTA 2.74283833482e-05 4.4907806914e-05 +CGTCGA 4.34282736347e-05 4.66688973813e-05 +CCCGTG 0.000134856218129 8.1010161492e-05 +TTAAGC 7.54280542076e-05 0.000228941760738 +TTACGT 1.37141916741e-05 0.000119754151771 +TAGATC 2.28569861235e-06 0.000132081785041 +TGTCAA 0.000164570300089 0.00036102354578 +TAGATA 0.0 0.000152334325414 +TTTCGC 0.000105142136168 9.33377947625e-05 +TAGATG 2.28569861235e-06 0.00024391102971 +TGGTTA 7.31423555953e-05 0.000218375217935 +TCTGCT 0.000546281968352 0.000569712766145 +TTACGC 3.42854791853e-05 6.95630734551e-05 +TTAAGT 6.85709583706e-05 0.000416497895497 +TTACGA 5.02853694718e-05 8.98156138281e-05 +TTACGG 5.94281639212e-05 6.60408925206e-05 +CCCGTT 7.99994514323e-05 6.69214377543e-05 +AGTGAC 0.000484568105819 0.00024655266541 +AGTGAA 0.00053485347529 0.000455241885776 +AGTGAG 0.000537139173903 0.000283535565222 +GCGGTC 0.000130284820904 7.13241639223e-05 +CGGGCG 7.771375282e-05 2.99385379427e-05 +CCCTCT 0.000269712436258 0.000229822305972 +TAAGAG 0.0 0.000196361587095 +CCTGAT 0.00058285314615 0.000255358117747 +GAAAGT 0.000319997805729 0.000318757374566 +CGGGCA 9.37136431064e-05 8.98156138281e-05 +TAAGAC 0.0 0.000143528873078 +ATTTAT 0.000205712875112 0.000911364316785 +AGTGAT 0.000434282736347 0.00027561065812 +TAAGAT 0.0 0.000247433210644 +CCTGAA 0.000555424762802 0.000396245355124 +CCTGAC 0.000479996708594 0.000218375217935 +CCTGAG 0.000653709803133 0.000248313755878 +GTTAGG 4.11425750223e-05 9.42183399961e-05 +ATTGGG 0.000171427395926 0.000169064684853 +TATACT 8.68565472694e-05 0.000221016853636 +GTTAGC 7.771375282e-05 0.000116231970836 +CTCCAG 0.000548567666965 0.000476374971382 +GTTAGA 9.59993417188e-05 0.000136484511209 +TGTAGC 6.85709583706e-05 0.000213972491767 +GCCAAA 0.000948564924126 0.000293221562792 +TATACG 2.51426847359e-05 4.4907806914e-05 +GGTAGC 8.4570848657e-05 7.48463448567e-05 +TATACC 6.17138625335e-05 0.000108307063734 +TATACA 0.000109713533393 0.000403289716993 +ATTGGC 0.000287998025156 0.000203405948964 +TCTTGT 8.4570848657e-05 0.000358381910079 +TCCACG 0.000123427725067 0.000110068154201 +ACTAGT 5.94281639212e-05 0.000137365056443 +TTGACT 0.000201141477887 0.000405931352694 +GTAATA 5.25710680841e-05 0.000289699381857 +AACGCA 0.000198855779275 0.000183153408591 +GTAATC 0.000102856437556 0.000172586865787 +TCTAAC 0.000153141807028 0.000132962330275 +CGTTCT 8.22851500447e-05 0.000124156877939 +CCACCG 0.000164570300089 0.000110948699435 +GGTAGG 1.82855888988e-05 6.33992568198e-05 +CCACCA 0.00046628251692 0.00024655266541 +CCACCC 0.000290283723769 0.000147931599246 +GTTCGT 0.000141713313966 6.86825282215e-05 +TTTATG 0.000223998464011 0.000582040399415 +ACTAGG 2.51426847359e-05 8.27712519592e-05 +TTTATC 0.000212569970949 0.000403289716993 +ACTAGC 7.54280542076e-05 0.000114470880369 +TTTATA 0.000105142136168 0.000690347463149 +ACTAGA 8.22851500447e-05 0.000151453780181 +CCACCT 0.000514282187779 0.000204286494197 +CGTTCG 3.42854791853e-05 3.96245355124e-05 +TCGTTG 4.5713972247e-05 6.33992568198e-05 +CGTTCA 0.000109713533393 0.000136484511209 +CGTTCC 0.000109713533393 8.45323424264e-05 +TCTAAT 0.000185141587601 0.000257119208214 +TCGTCT 0.000114284930618 0.000128559604107 +CTTTGT 0.000146284711191 0.000393603719423 +AAACAT 0.000335997696016 0.000818907067256 +ACTGGA 0.000578281748925 0.000449958614374 +ACTGGC 0.000326854901566 0.000194600496628 +TAGTCC 2.28569861235e-06 0.000108307063734 +GTGACC 0.000445711229409 0.000178750682423 +TAGTCA 2.28569861235e-06 0.000169064684853 +GTGACA 0.000267426737645 0.000248313755878 +TAGTCG 0.0 5.10716235493e-05 +GTGACG 0.000290283723769 0.000147051054013 +TGTCAT 0.000134856218129 0.000442914252505 +ACTGGT 0.000324569202954 0.00023422503214 +CTTTGG 0.000105142136168 0.000276491203353 +CCTATG 0.000139427615353 8.45323424264e-05 +CTTTGC 0.000100570738944 0.000294102108025 +CTACGC 5.48567666965e-05 4.57883521476e-05 +GTGACT 0.000381711668263 0.000237747213074 +TAGTCT 0.0 0.00016113977775 +GTGCAC 0.000313140709892 0.000201644858496 +CGACGG 5.48567666965e-05 6.16381663526e-05 +ACCTAG 0.0 5.19521687829e-05 +CGACGA 6.85709583706e-05 5.19521687829e-05 +ACCTAA 1.37141916741e-05 0.000153214870648 +CGACGC 5.71424653088e-05 5.98770758854e-05 +ACCTAC 0.000374854572426 0.000128559604107 +CCGCAG 0.000356568983527 0.000145289963545 +CCGCAA 6.62852597582e-05 8.98156138281e-05 +CCGCAC 0.000100570738944 8.36517971928e-05 +CTACGG 6.17138625335e-05 4.13856259796e-05 +ACCTAT 0.000185141587601 0.000125917968406 +CGACGT 5.25710680841e-05 6.25187115862e-05 +CGAAGA 0.000102856437556 0.000140887237377 +CCCCGT 7.54280542076e-05 7.04436186887e-05 +CGAAGG 7.54280542076e-05 9.42183399961e-05 +GCGCTC 0.000178284491763 0.000152334325414 +GTGCAT 0.000198855779275 0.00032932391737 +GCGCTA 7.31423555953e-05 6.5160347287e-05 +CCGCAT 7.31423555953e-05 7.48463448567e-05 +GTTCGC 0.000111999232005 5.89965306518e-05 +GAAGAT 0.000918850842166 0.000371590088583 +GGATCT 0.000354283284915 0.0002122114013 +TCATGA 1.82855888988e-05 0.000337248824472 +TCGGAA 9.82850403312e-05 8.36517971928e-05 +TCGGAC 0.000153141807028 5.89965306518e-05 +GAATCT 0.000276569532095 0.000226300125037 +TCGGAG 0.000246855450134 8.98156138281e-05 +GGATCG 7.771375282e-05 5.37132592501e-05 +GAAGAG 0.00174627373984 0.000462286247645 +GAAGAA 0.0012022774701 0.000560026768575 +CGAGAA 0.000207998573724 0.000110068154201 +GAAGAC 0.000991993197761 0.000328443372136 +GGATCA 0.000226284162623 0.000233344486906 +GAATCA 0.000235426957072 0.000292341017558 +GAATCC 0.000217141368173 0.000179631227656 +TCGGAT 0.000134856218129 8.62934328936e-05 +GAATCG 8.68565472694e-05 8.62934328936e-05 +ATGGTC 0.000322283504342 0.000169064684853 +CAGATG 0.000843422787958 0.000454361340542 +ATGGTA 0.000150856108415 0.000162900868218 +TGACCC 6.85709583706e-06 0.000172586865787 +ATGGTG 0.000825137199059 0.000244791574943 +CAGATC 0.00080685161016 0.000304668650829 +ACGCCC 9.59993417188e-05 6.42798020534e-05 +CAGATA 0.000214855669561 0.000255358117747 +TGTCAG 0.000374854572426 0.00037335117905 +ACGCCT 0.000125713423679 9.42183399961e-05 +CAGATT 0.000511996489167 0.000466688973813 +TGATTA 0.0 0.00044907806914 +CTCGAC 0.000164570300089 9.42183399961e-05 +ATGGTT 0.000269712436258 0.000259760843915 +TCGCAA 6.62852597582e-05 9.42183399961e-05 +TTGCGC 8.4570848657e-05 0.000110948699435 +GCTATT 0.000267426737645 0.000218375217935 +TGCGTC 0.000102856437556 0.000103023792332 +GCGTGG 8.4570848657e-05 0.000106545973267 +TTGTAG 1.14284930618e-05 0.000261521934382 +AATGGT 0.000345140490465 0.000257119208214 +TCCACC 0.00054399626974 0.000228941760738 +CTACGT 5.25710680841e-05 5.89965306518e-05 +AATGGC 0.000486853804431 0.000261521934382 +AATGGA 0.000687995282318 0.00040505080746 +AATGGG 0.000260569641808 0.000221016853636 +CCCCGA 5.48567666965e-05 5.01910783157e-05 +AATAGA 9.14279444941e-05 0.00028793829139 +AATAGC 7.08566569829e-05 0.000188436679992 +GTGAAT 0.000367997476589 0.000290579927091 +AGCCAG 0.000530282078066 0.000272088477185 +GGAGGG 0.000267426737645 0.000243030484476 +AAAAGT 0.000313140709892 0.000614620573059 +AGCCAC 0.000244569751522 0.000236866667841 +AGCCAA 0.000212569970949 0.000242149939242 +TGGTAG 9.14279444941e-06 9.6859975697e-05 +CGCCAT 0.000102856437556 0.000121515242238 +GAGTGT 0.000468568215532 0.000340771005407 +TGGTAC 0.000175998793151 9.33377947625e-05 +TGGTAA 2.28569861235e-06 0.000220136308402 +AAAAGG 0.000265141039033 0.000429706074001 +GGAGGT 0.000397711558549 0.000155856506349 +AGCCAT 0.000169141697314 0.000284416110456 +AAAAGC 0.000486853804431 0.000552101861473 +AAAAGA 0.000429711339122 0.000749343993801 +TCTATA 0.000102856437556 0.000201644858496 +GAGTGG 0.000395425859937 0.000177870137189 +CGCCAG 0.000137141916741 0.000117993061304 +TGGTAT 0.000150856108415 0.000174347956255 +CGCCAA 9.82850403312e-05 8.80545233609e-05 +GAGTGC 0.00034971188769 0.000155856506349 +CGCCAC 0.000130284820904 9.86210661642e-05 +GAGTGA 5.02853694718e-05 0.000287057746156 +GCCAGG 0.000217141368173 0.000147051054013 +GCCAGA 0.000420568544673 0.000252716482046 +GCCAGC 0.000537139173903 0.00023422503214 +GCCCGT 0.000164570300089 6.69214377543e-05 +TACCGA 9.59993417188e-05 4.57883521476e-05 +TACCGC 0.000223998464011 5.54743497173e-05 +TACTGA 3.885687641e-05 0.000268566296251 +CTTCAT 0.000274283833482 0.000457883521476 +GCCCGC 0.000171427395926 5.01910783157e-05 +GCCAGT 0.000463996818308 0.000184914499058 +GCCCGA 0.000164570300089 6.86825282215e-05 +GCCCGG 0.000105142136168 6.33992568198e-05 +TGCGAT 0.000109713533393 9.86210661642e-05 +CTTCAC 0.000283426627932 0.000355740274378 +CTTCAA 0.000237712655685 0.00034165155064 +CTTCAG 0.000701709473992 0.000476374971382 +TCCGAG 0.000249141148746 9.42183399961e-05 +GTGGGC 0.00054399626974 0.000132962330275 +TCCGAC 0.000150856108415 5.10716235493e-05 +AATTCA 0.000169141697314 0.000452600250075 +GGACTG 0.000559996160026 0.000285296655689 +AATTCC 0.000146284711191 0.000188436679992 +AATTCG 3.65711777976e-05 6.0757621119e-05 +TCCGAT 9.82850403312e-05 8.01296162584e-05 +TAGCGG 0.0 5.19521687829e-05 +AATTCT 0.000137141916741 0.000309071376997 +TAGCGC 0.0 6.86825282215e-05 +GTCATC 0.00069942377538 0.000239508303542 +GTCATA 0.000137141916741 0.000204286494197 +GTCATG 0.000518853585004 0.00027825229382 +AGCAGG 0.000262855340421 0.000372470633816 +CCAGGT 0.00037942596965 0.000154975961115 +TTGGAA 0.000347426189078 0.000294982653259 +AGCAGC 0.000863994075469 0.000504552418858 +AGCAGA 0.000436568434959 0.000530968775866 +GGGGTG 0.000237712655685 0.000157617596816 +CCAGGG 0.00019428438205 0.000154975961115 +AGCAGT 0.000507425091942 0.000384798267087 +CCAGGA 0.000626281419785 0.000248313755878 +CCAGGC 0.000342854791853 0.00013912614691 +TCCCCG 0.000105142136168 6.33992568198e-05 +ATAGAG 0.000319997805729 0.000204286494197 +CATCTG 0.00046628251692 0.000488702604653 +ACGGTC 0.000146284711191 6.69214377543e-05 +CATCTA 0.00011657062923 0.000206047584664 +ATAGAC 0.000244569751522 0.00017082577532 +CATCTC 0.000278855230707 0.000296743743726 +CAAGCT 0.000306283614055 0.00024391102971 +TCCAAC 0.00050513939333 0.000229822305972 +GGGGTC 0.000175998793151 0.000123276332705 +CAAGCC 0.000253712545971 0.000155856506349 +CATCTT 0.000134856218129 0.00036366518148 +CAAGCA 0.000281140929319 0.000264163570083 +CAAGCG 0.000109713533393 8.1010161492e-05 +GTTCTT 0.000262855340421 0.000289699381857 +ACATGA 9.14279444941e-06 0.000425303347833 +CGTAAT 7.31423555953e-05 8.36517971928e-05 +ACATGC 0.00015542750564 0.00035133754821 +TCTTGA 1.59998902865e-05 0.000284416110456 +ACATGG 0.000244569751522 0.000247433210644 +AGGGAT 0.000249141148746 0.000191078315693 +GTACAT 9.14279444941e-05 0.000219255763169 +TGGCGG 5.02853694718e-05 9.6859975697e-05 +CGTAAG 0.000107427834781 5.10716235493e-05 +GAGTCA 0.000308569312668 0.000247433210644 +ACATGT 0.000141713313966 0.000403289716993 +CGTAAC 0.000100570738944 6.42798020534e-05 +CGTAAA 0.000130284820904 0.00015849814205 +AGGGAG 0.000395425859937 0.000203405948964 +TTATTT 8.4570848657e-05 0.00153479034218 +AGGGAC 0.000260569641808 0.000144409418312 +AGGGAA 0.00031085501128 0.000292341017558 +CCCTTT 0.000221712765398 0.000289699381857 +TGTTGT 6.85709583706e-05 0.000551221316239 +TCTTGG 0.000107427834781 0.000169945230086 +GTTGTT 0.000258283943196 0.000406811897927 +ATCCTT 0.000205712875112 0.000210450310832 +GCGGGG 0.00011657062923 9.77405209306e-05 +TTGTCC 0.000157713204252 0.000217494672701 +TTGTCA 0.000132570519516 0.000406811897927 +ATCCTC 0.000482282407206 0.000279132839054 +CTATGA 4.5713972247e-06 0.000154975961115 +ATCCTA 0.000162284601477 0.000114470880369 +GTTGTC 0.000187427286213 0.000210450310832 +ATCCTG 0.000879993965756 0.000279132839054 +GTTGTG 0.000447996928021 0.000353098638677 +TTGTCT 0.000244569751522 0.000321399010267 +CTATGC 3.19997805729e-05 0.000102143247099 +CTGTGG 0.000347426189078 0.000353979183911 +AAGGGG 0.000189712984825 0.000203405948964 +TGACTC 0.0 0.000267685751017 +TGGGCA 0.000175998793151 0.000162020322984 +TGGGCG 8.4570848657e-05 7.57268900903e-05 +TGACTG 4.5713972247e-06 0.000423542257366 +AAGCCG 0.000230855559848 0.000104784882799 +AAGCCC 0.000370283175201 0.000154975961115 +AAGCCA 0.000390854462712 0.000299385379427 +CAAAAT 0.000260569641808 0.000623426025395 +CTATGG 7.54280542076e-05 0.000114470880369 +TGGGCT 0.000205712875112 0.000198122677562 +CAAAAC 0.000436568434959 0.000564429494743 +CAAAAA 0.000322283504342 0.000760791081838 +AAGCCT 0.000429711339122 0.000225419579804 +CAAAAG 0.000377140271038 0.000493985876054 +TCAATG 0.000189712984825 0.000316996284099 +CCCTTA 5.71424653088e-05 0.000133842875509 +TCAATC 0.000148570409803 0.00025623866298 +CGTCGT 6.62852597582e-05 4.93105330821e-05 +CAGTTC 0.000598853036436 0.000279132839054 +CAGTTA 0.000159998902865 0.000215733582234 +CAGTTG 0.000274283833482 0.000305549196062 +GACCCC 0.00041828284606 0.000105665428033 +CTCTGT 0.000239998354297 0.000430586619235 +TCAATT 0.000100570738944 0.000350457002976 +TGGCGT 7.54280542076e-05 0.000120634697004 +GTTTGG 0.000143999012578 0.000348695912509 +CTCTGC 0.000287998025156 0.000348695912509 +GACCCT 0.000445711229409 0.000152334325414 +CTCTGA 3.19997805729e-05 0.000394484264657 +CTCTGG 0.000198855779275 0.00032932391737 +CAGTTT 0.000653709803133 0.000532729866333 +GCGAAG 0.000173713094539 7.39657996231e-05 +CTACTC 8.4570848657e-05 0.000105665428033 +TGCTGG 0.000201141477887 0.000399767536058 +GCGAAC 0.000102856437556 5.98770758854e-05 +GAGTCT 0.000607995830886 0.000244791574943 +GCGAAA 0.000148570409803 0.000117993061304 +TAGGGA 2.28569861235e-06 8.45323424264e-05 +GCTGGT 0.00045713972247 0.000237747213074 +GTGATT 0.000420568544673 0.000322279555501 +CTACTA 6.17138625335e-05 0.000103023792332 +TGCTGT 0.000214855669561 0.000549460225772 +GCGAAT 7.54280542076e-05 8.36517971928e-05 +TAATGG 0.0 0.000199003222796 +GTGATG 0.00065142410452 0.000404170262226 +CTACTG 0.000212569970949 0.000217494672701 +GTGATC 0.000489139503043 0.000150573234947 +GCTGGC 0.000297140819606 0.000178750682423 +GTGATA 0.000114284930618 0.000167303594386 +GCTGGA 0.000850279883795 0.000448197523907 +TGATAA 4.5713972247e-06 0.000353979183911 +TGTAGT 5.48567666965e-05 0.000287057746156 +TGATAC 0.0 0.000159378687283 +TGATAG 0.0 0.000164661958685 +CTTGTT 0.000205712875112 0.000421781166899 +GACGGT 0.000196570080662 8.80545233609e-05 +GCTAGG 4.34282736347e-05 5.6354894951e-05 +GCTAGA 8.68565472694e-05 0.000130320694574 +ATGAAT 0.00041828284606 0.00054417695437 +CTATGT 4.5713972247e-05 0.000134723420742 +AAGGGT 0.000409140051611 0.000173467411021 +TGATAT 0.0 0.000327562826902 +GTAGTG 0.000198855779275 0.000172586865787 +GCTAGT 0.000107427834781 0.000100382156631 +ATGAAC 0.000678852487869 0.000383917721853 +GACGGG 0.000201141477887 0.000101262701865 +ATGAAA 0.000587424543375 0.00069298909885 +GACGGA 0.00031085501128 0.000132081785041 +ATGAAG 0.0011108495256 0.000525685504464 +GACGGC 0.000393140161325 0.000100382156631 +CTTGTC 0.000139427615353 0.00019283940616 +CTAACT 6.62852597582e-05 0.000145289963545 +CCATAG 6.85709583706e-06 0.000136484511209 +GGTGAA 0.000553139064189 0.000295863198493 +GGTGAC 0.000390854462712 0.00014881214448 +GCGTCT 0.000228569861235 0.000114470880369 +TGTAAA 0.000278855230707 0.000776640896043 +GGTGAG 0.000479996708594 0.000172586865787 +GGAATG 0.00042742564051 0.000255358117747 +CGTCCT 0.000166855998702 0.000123276332705 +GGAATC 0.000329140600179 0.00015849814205 +GGAATA 0.000146284711191 0.000198122677562 +GCGTCA 8.68565472694e-05 0.0001074265185 +GCGTCC 0.000162284601477 0.000100382156631 +GGTGAT 0.000452568325246 0.000205167039431 +GCGTCG 6.85709583706e-05 5.81159854182e-05 +CGTCCG 7.54280542076e-05 5.81159854182e-05 +GGAATT 0.000251426847359 0.00020252540373 +CGTCCC 0.000102856437556 9.6859975697e-05 +CGTCCA 0.00011657062923 0.000142648327845 +TTTCGA 9.59993417188e-05 0.000103023792332 +CCGTAT 0.00015542750564 5.81159854182e-05 +GAAGTC 0.000345140490465 0.000235105577374 +CTACTT 7.99994514323e-05 0.00018051177289 +CGTGGT 0.000162284601477 9.06961590617e-05 +GCCGTA 0.000100570738944 4.40272616804e-05 +CCGTAC 0.000198855779275 4.4907806914e-05 +CCGTAA 6.85709583706e-06 6.5160347287e-05 +CCGTAG 4.5713972247e-06 3.87439902788e-05 +CTAACA 0.000134856218129 0.000198122677562 +GCCGTT 0.000118856327842 9.6859975697e-05 +TTGGTG 0.000395425859937 0.000273849567652 +GAAGTT 0.000377140271038 0.000299385379427 +GGCGCG 8.4570848657e-05 5.89965306518e-05 +ATGCCC 0.00027199813487 0.000118873606537 +TTAGTT 8.68565472694e-05 0.000409453533628 +ATGCCA 0.000301712216831 0.000259760843915 +GGCGCC 0.000107427834781 5.89965306518e-05 +ATGCCG 0.000148570409803 6.60408925206e-05 +GGCGCA 0.000139427615353 8.1010161492e-05 +TATTAC 0.000258283943196 0.000279132839054 +ACTATG 0.000171427395926 0.000159378687283 +CCATAT 0.000205712875112 0.000204286494197 +TTTAAG 0.000372568873813 0.000594368032686 +ACTATC 0.000148570409803 0.000109187608967 +TTTAAA 0.000527996379453 0.00152686543508 +ACTATA 0.00011657062923 0.000205167039431 +TTTAAC 0.000303997915443 0.000525685504464 +TATTAT 0.000217141368173 0.000726449817727 +TTAGTG 0.000173713094539 0.000223658489337 +GGCGCT 0.000217141368173 0.000112709789902 +TTAGTC 6.17138625335e-05 0.000172586865787 +ATGCCT 0.000415997147448 0.000184914499058 +TTAGTA 6.39995611459e-05 0.000221897398869 +TTTAAT 0.000246855450134 0.00096859975697 +ACTATT 0.000212569970949 0.000307310286529 +GGGCAT 0.000100570738944 0.000138245601677 +TCGATA 2.74283833482e-05 5.72354401846e-05 +TTCTAG 6.85709583706e-06 0.000138245601677 +TTTCCA 0.000297140819606 0.000547699135305 +TTTCCC 0.000198855779275 0.000352218093443 +GGGACT 0.000153141807028 0.000141767782611 +TATCGA 7.771375282e-05 8.27712519592e-05 +GTTTGT 0.000173713094539 0.00055386295194 +TTTCCT 0.000335997696016 0.000463166792878 +GGGCAG 0.000265141039033 0.000201644858496 +GTCTGT 0.00019428438205 0.00035133754821 +GGGCAA 0.000121142026455 0.000137365056443 +GGGCAC 8.22851500447e-05 9.6859975697e-05 +GTACGG 5.48567666965e-05 4.66688973813e-05 +GTTTGA 2.51426847359e-05 0.000521282778296 +GTACGC 5.48567666965e-05 4.4907806914e-05 +GTACGA 7.99994514323e-05 4.75494426149e-05 +CCGCTC 0.000198855779275 0.000113590335136 +GCATGT 0.00015542750564 0.000302907560361 +CCGCTA 5.48567666965e-05 7.30852543895e-05 +CCGCTG 0.000399997257162 0.000179631227656 +TGAAAA 4.5713972247e-06 0.000792490710248 +GCGCGG 7.771375282e-05 6.95630734551e-05 +GCGCGC 8.4570848657e-05 0.000156737051582 +TGTTTT 0.000166855998702 0.00137981438106 +GCGCGA 4.5713972247e-05 4.66688973813e-05 +GCATGG 0.000137141916741 0.000162020322984 +TGGATC 0.000278855230707 0.000242149939242 +GCATGC 8.91422458817e-05 0.000236866667841 +CCGCTT 9.37136431064e-05 0.000115351425603 +GCATGA 1.37141916741e-05 0.000263283024849 +TTTCAG 0.000564567557251 0.00061726220876 +GTCGAC 0.000118856327842 8.45323424264e-05 +GCGCGT 4.34282736347e-05 8.62934328936e-05 +GTCGAG 0.000148570409803 7.74879805576e-05 +CGTGGC 0.000148570409803 8.1010161492e-05 +CTTCCG 9.59993417188e-05 8.62934328936e-05 +TGCGCT 0.000125713423679 0.000157617596816 +GAGCTC 0.00081599440461 0.00027561065812 +ATTGAT 0.000587424543375 0.000365426271948 +GAGCTG 0.00212341401088 0.000454361340542 +AAACGA 0.000251426847359 0.000210450310832 +AAACGC 0.000297140819606 0.000220136308402 +GTAACA 0.000102856437556 0.000252716482046 +GTAGTA 7.31423555953e-05 0.000109187608967 +AAACGG 0.000175998793151 0.000165542503918 +ATTGAA 0.000550853365577 0.000407692443161 +TGCGCG 4.5713972247e-05 0.000111829244668 +ATTGAC 0.000589710241987 0.000270327386718 +GAGCTT 0.000607995830886 0.000251835936812 +TGCGCC 9.37136431064e-05 7.48463448567e-05 +ATTGAG 0.000879993965756 0.00028793829139 +CGCTGA 1.82855888988e-05 0.000173467411021 +CACGCA 0.000111999232005 0.000162900868218 +AAACGT 0.000169141697314 0.000264163570083 +ATTTCG 5.25710680841e-05 0.000110068154201 +ATTTCA 0.000203427176499 0.000626067661096 +ATTTCC 0.000205712875112 0.000402409171759 +ATCAGT 0.000500567996105 0.000396245355124 +ATCGGG 0.00015542750564 5.19521687829e-05 +CATAGT 4.79996708594e-05 0.000176989591955 +ATCGGC 0.000361140380752 6.5160347287e-05 +ATCGGA 0.000201141477887 4.4907806914e-05 +ATTTCT 0.000274283833482 0.000602292939788 +TACGCC 0.000274283833482 2.81774474755e-05 +TGGGTC 0.000141713313966 0.000136484511209 +TTTCGG 0.000107427834781 0.00012679851364 +TGGGTA 3.65711777976e-05 0.000122395787472 +CATAGG 3.19997805729e-05 9.50988852297e-05 +ATCGGT 0.000182855888988 8.01296162584e-05 +ATCAGG 0.000251426847359 0.000248313755878 +CATAGC 4.5713972247e-05 0.000112709789902 +ATCAGC 0.000667423994807 0.000337248824472 +ACGGGT 0.000118856327842 6.78019829879e-05 +GTCTGA 3.19997805729e-05 0.000399767536058 +GATTCT 0.000308569312668 0.000245672120177 +CTTTTG 0.00023314125846 0.000497508056989 +GCGTTC 0.000159998902865 0.00011711251607 +CTTTTC 0.000242284052909 0.00043675043587 +CTTTTA 0.000134856218129 0.000632231477731 +GATTCC 0.000159998902865 0.00015849814205 +ACGGGG 8.91422458817e-05 7.13241639223e-05 +ACGGGA 0.000130284820904 8.36517971928e-05 +ACGGGC 0.000178284491763 5.19521687829e-05 +TACTAT 0.000230855559848 0.000196361587095 +CTTTTT 0.000191998683438 0.000881425778842 +CGTAGA 5.71424653088e-05 4.0505080746e-05 +TCACGA 8.91422458817e-05 0.000105665428033 +TCACGC 0.000121142026455 0.000109187608967 +TCACGG 6.39995611459e-05 8.89350685945e-05 +TCTCAT 0.000221712765398 0.000352218093443 +TCACGT 7.771375282e-05 0.000127679058873 +AGTGGA 0.00045713972247 0.000321399010267 +TTCCAC 0.000370283175201 0.000309071376997 +TTCCAA 0.000175998793151 0.000273849567652 +TTCCAG 0.00080685161016 0.00032932391737 +CGAGGC 0.000109713533393 9.50988852297e-05 +ACCCTT 0.00015542750564 0.000175228501488 +TGAAGT 2.28569861235e-06 0.00044907806914 +ATGCTT 0.000283426627932 0.000398886990825 +TTCCAT 0.000178284491763 0.000300265924661 +ACCCTA 7.54280542076e-05 0.000111829244668 +ACCCTC 0.000290283723769 0.000172586865787 +TGAAGG 2.28569861235e-06 0.000390081538489 +ACCCTG 0.000390854462712 0.000191078315693 +CTGACT 0.000377140271038 0.000317876829333 +CCCCTT 0.000107427834781 0.000177870137189 +AGTTAT 0.000166855998702 0.000302027015128 +CTGACG 0.000342854791853 0.000169945230086 +CTGACC 0.000619424323947 0.000247433210644 +CTGACA 0.000475425311369 0.000360143000546 +AGTTAA 1.82855888988e-05 0.000364545726714 +CCCCTG 0.00019428438205 0.000177870137189 +AGTTAC 0.000217141368173 0.000153214870648 +CCCCTC 0.000166855998702 0.00018051177289 +AGTTAG 4.5713972247e-06 0.000122395787472 +CCCCTA 5.02853694718e-05 7.39657996231e-05 +ACACAG 0.000564567557251 0.000568832220911 +ACACAA 0.000324569202954 0.000659528379973 +ACACAC 0.000365711777976 0.00154359579452 +AATGTT 0.00034971188769 0.000726449817727 +CTGCAG 0.00169141697314 0.000605815120723 +CATGGG 0.000153141807028 0.000149692689713 +CATGGA 0.000329140600179 0.000268566296251 +CATGGC 0.000281140929319 0.000196361587095 +AATGTC 0.000299426518218 0.000420020076431 +ACACAT 0.000185141587601 0.000561787859042 +AATGTA 0.000198855779275 0.000525685504464 +AATGTG 0.000626281419785 0.000506313509325 +CATGGT 0.000221712765398 0.000179631227656 +CTGCAT 0.000331426298791 0.000445555888206 +GCACAG 0.000468568215532 0.000311713012697 +ACATTT 0.000299426518218 0.00096859975697 +CGAGAT 0.000226284162623 8.45323424264e-05 +ATTACT 0.000191998683438 0.000336368279239 +ACATTG 0.000173713094539 0.000355740274378 +GTACCA 0.000123427725067 9.86210661642e-05 +ACATTA 0.00015542750564 0.00049046369512 +ACATTC 0.000207998573724 0.000364545726714 +ATTACA 0.000212569970949 0.000461405702411 +ATGCTC 0.000290283723769 0.000206047584664 +ATTACC 0.000105142136168 0.000194600496628 +CGAGAC 0.000258283943196 0.000101262701865 +ATTACG 5.71424653088e-05 0.000102143247099 +AAGTCT 0.000383997366875 0.000277371748587 +ATGCTA 0.000153141807028 0.000242149939242 +GGACAT 0.000189712984825 0.000232463941673 +GCTATA 0.000134856218129 0.000167303594386 +GCTATC 0.000166855998702 0.000108307063734 +AAGTCG 8.91422458817e-05 9.59794304633e-05 +AAGTCA 0.000255998244583 0.00041473680503 +GCTATG 0.000253712545971 0.000111829244668 +AAGTCC 0.000278855230707 0.00016113977775 +GGACAG 0.000639995611459 0.000282655019988 +GGACAC 0.000333711997403 0.000232463941673 +GGACAA 0.000219427066786 0.000280013384288 +GCACCT 0.000276569532095 0.000155856506349 +AGGGTT 0.000148570409803 0.000235105577374 +GAGGCG 0.000381711668263 0.000136484511209 +TGTTGG 4.79996708594e-05 0.000321399010267 +GAGGCA 0.000491425201656 0.000206047584664 +AGCGCT 0.000260569641808 0.000196361587095 +GAGGCC 0.00084570848657 0.000156737051582 +TGTTGC 5.94281639212e-05 0.000322279555501 +TTCTCA 0.000253712545971 0.000416497895497 +ACTCGA 7.99994514323e-05 0.0001074265185 +TAAAAT 0.0 0.00104784882799 +ACTCGC 0.00011657062923 0.000115351425603 +ACTCGG 8.4570848657e-05 6.69214377543e-05 +AGCGCA 0.000182855888988 0.000154095415882 +GAGGCT 0.00080685161016 0.000232463941673 +AGCGCC 0.000239998354297 0.000133842875509 +AGGGTG 0.000221712765398 0.000151453780181 +AGGGTA 4.11425750223e-05 9.33377947625e-05 +AGCGCG 0.000100570738944 9.24572495289e-05 +AGGGTC 0.000121142026455 0.000110068154201 +TAAAAG 4.5713972247e-06 0.00057587658278 +ACTCGT 8.4570848657e-05 9.95016113978e-05 +TAAAAC 2.28569861235e-06 0.000687705827448 +TAAAAA 0.0 0.00120722751528 +ACGTTC 0.000137141916741 0.000105665428033 +AGCTGC 0.000297140819606 0.00040505080746 +ACGTTA 5.71424653088e-05 0.000159378687283 +AGCTGA 3.65711777976e-05 0.000509835690259 +ACGTTG 7.08566569829e-05 0.000100382156631 +AGCTGG 0.000283426627932 0.000294102108025 +TAGGGG 0.0 8.1010161492e-05 +TAAATG 0.0 0.000737896905764 +AGTGCG 0.000114284930618 0.000103904337566 +AGTGCA 0.000294855120993 0.000352218093443 +AGAGTT 0.000235426957072 0.000301146469894 +AGTGCC 0.000303997915443 0.00012679851364 +CCAAAA 0.000390854462712 0.00043675043587 +TTCGTG 0.000180570190376 6.60408925206e-05 +TAGGGT 0.0 0.000115351425603 +GCATAG 4.5713972247e-06 0.000116231970836 +AGCTGT 0.000299426518218 0.000475494426149 +ACGTTT 0.000203427176499 0.000294982653259 +AGTGCT 0.000365711777976 0.000303788105595 +AGAGTC 0.000253712545971 0.000227180670271 +AGAGTA 8.68565472694e-05 0.000150573234947 +AGAGTG 0.000333711997403 0.000270327386718 +TTCGTA 5.94281639212e-05 8.1010161492e-05 +GTTAAA 0.000308569312668 0.000482538788018 +CCTGGC 0.000406854352999 0.000152334325414 +GTTAAC 0.000148570409803 0.000207808675132 +CCTGGA 0.000827422897672 0.000263283024849 +CCTGGG 0.000226284162623 0.000113590335136 +GTTAAG 0.000130284820904 0.00016113977775 +TTCGTC 0.000173713094539 7.92490710248e-05 +GCACCC 0.000153141807028 0.000123276332705 +GTCTGG 0.000182855888988 0.00023422503214 +GTCTGC 0.000255998244583 0.000295863198493 +GTTAAT 0.000171427395926 0.000338129369706 +CCTGGT 0.000498282297493 0.000168184139619 +TCTAAA 0.000356568983527 0.000481658242784 +GGAAGG 0.000159998902865 0.000196361587095 +CCACAT 0.000189712984825 0.000263283024849 +GGAAGC 0.000269712436258 0.000199883768029 +GCACCG 0.000107427834781 8.62934328936e-05 +GGAAGA 0.000237712655685 0.000343412641107 +GCGTTA 6.17138625335e-05 9.15767042953e-05 +CAATGA 1.59998902865e-05 0.000322279555501 +CCCGCA 9.59993417188e-05 8.80545233609e-05 +CAATGC 9.37136431064e-05 0.000244791574943 +GCGTTG 9.59993417188e-05 7.30852543895e-05 +CAATGG 0.000127999122292 0.00025623866298 +CCACAG 0.000553139064189 0.000333726643538 +GGAAGT 0.000265141039033 0.000241269394009 +CCACAC 0.000187427286213 0.000314354648398 +CCACAA 0.000244569751522 0.000286177200923 +ATTTGT 0.000132570519516 0.000670094922776 +TCCTCG 0.000132570519516 0.000132081785041 +TGTATG 0.00019428438205 0.00036102354578 +CAATGT 0.000114284930618 0.000308190831763 +GCGTTT 0.000230855559848 0.000219255763169 +TCCTCC 0.000500567996105 0.000392723174189 +TGTATC 0.000109713533393 0.000154095415882 +CGTTAG 2.28569861235e-06 5.37132592501e-05 +TAACCG 4.5713972247e-06 8.18907067256e-05 +TCAAAC 0.000301712216831 0.000426183893067 +TCAGGG 0.000201141477887 0.00016113977775 +CGTTAC 0.000118856327842 8.89350685945e-05 +TAACCC 0.0 0.000147051054013 +CGTTAA 4.5713972247e-06 0.000120634697004 +TAACCA 4.5713972247e-06 0.000232463941673 +ACCGCT 0.000180570190376 9.59794304633e-05 +TCGCGA 2.74283833482e-05 4.0505080746e-05 +TAGTGT 0.0 0.000250074846345 +TCAGGA 0.000431997037735 0.000350457002976 +TTCGTT 7.08566569829e-05 0.000122395787472 +TACCCT 0.000235426957072 9.77405209306e-05 +TAACCT 4.5713972247e-06 0.000205167039431 +CGTTAT 0.000148570409803 0.000127679058873 +GTGAAA 0.000569138954476 0.00051247732596 +GTGAAC 0.000575996050313 0.000264163570083 +TGCATA 0.000105142136168 0.000357501364845 +ACCGCG 5.71424653088e-05 3.87439902788e-05 +ACCGCA 0.000141713313966 9.86210661642e-05 +CCCTAT 0.000127999122292 9.77405209306e-05 +ACCGCC 0.000217141368173 8.541288766e-05 +AGATCC 0.000111999232005 0.000206047584664 +AGGCTT 0.000114284930618 0.000221016853636 +CCTTCT 0.000285712326544 0.000221016853636 +GGGACG 0.000150856108415 0.000100382156631 +TGTCGC 8.91422458817e-05 8.1010161492e-05 +GTTGCC 0.000210284272336 0.000150573234947 +GTGCCG 0.000214855669561 6.33992568198e-05 +GTGCCA 0.000326854901566 0.000154095415882 +GTTGCG 7.08566569829e-05 7.39657996231e-05 +GTGCCC 0.000370283175201 8.36517971928e-05 +CCGCCG 0.000162284601477 8.1010161492e-05 +AGGCTA 8.22851500447e-05 0.000195481041861 +CCTTCC 0.000226284162623 0.000137365056443 +AGGCTC 0.000137141916741 0.00014881214448 +CCGCCC 0.000134856218129 8.27712519592e-05 +TGTCGA 9.59993417188e-05 0.000100382156631 +CCGCCA 0.000146284711191 0.000109187608967 +AGGCTG 0.000372568873813 0.0003196379198 +GTGCCT 0.000283426627932 0.000159378687283 +TCCAAA 0.000644567008683 0.000405931352694 +GTTGCT 0.000278855230707 0.000221897398869 +GGATAT 0.000281140929319 0.000276491203353 +TCGGGT 6.17138625335e-05 6.86825282215e-05 +ATTTGA 1.14284930618e-05 0.000596129123153 +GCAGTT 0.000262855340421 0.000292341017558 +GAAGCT 0.000687995282318 0.000288818836624 +GGATAA 1.14284930618e-05 0.000176109046722 +GGATAC 0.000370283175201 0.000105665428033 +TCGGGG 7.99994514323e-05 6.78019829879e-05 +GGATAG 4.5713972247e-06 9.50988852297e-05 +GAAGCG 0.000246855450134 0.000125917968406 +CCGCCT 0.000164570300089 8.18907067256e-05 +GCAGTG 0.000642281310071 0.000377753905218 +GAAGCC 0.000575996050313 0.000200764313263 +GCAGTA 0.000230855559848 0.000235105577374 +GAAGCA 0.000557710461414 0.000388320448021 +GCAGTC 0.000262855340421 0.000201644858496 +CGCCCG 4.79996708594e-05 3.52218093443e-05 +GAGAGA 0.000859422678244 0.000743180177166 +CGCCCC 5.25710680841e-05 6.33992568198e-05 +CGCCCA 5.02853694718e-05 6.78019829879e-05 +AGTTTG 0.000278855230707 0.000456122431009 +ACGCAG 0.000278855230707 0.000157617596816 +ACGCAC 0.000107427834781 0.000151453780181 +ACGCAA 9.59993417188e-05 0.000138245601677 +CTCGCA 0.000105142136168 0.000128559604107 +ACGTAC 0.000153141807028 6.42798020534e-05 +CCCTAG 2.28569861235e-06 4.75494426149e-05 +ACGCAT 7.54280542076e-05 0.000125037423172 +AGTTTC 0.000278855230707 0.000325801736435 +GCCGGG 0.000105142136168 7.13241639223e-05 +TACCCG 9.82850403312e-05 4.93105330821e-05 +GCCGGC 0.00019428438205 7.48463448567e-05 +CATGTT 0.000239998354297 0.000438511526337 +GCCGGA 0.000242284052909 9.6859975697e-05 +TTGGGG 0.000130284820904 0.000169064684853 +AGATCT 0.000157713204252 0.000294982653259 +ACGTAG 4.5713972247e-06 5.81159854182e-05 +GCCACT 0.000422854243285 0.000197242132328 +CATGTA 8.91422458817e-05 0.000251835936812 +GTTGCA 0.000230855559848 0.000249194301111 +CATGTC 0.000182855888988 0.000287057746156 +GCCGGT 0.000196570080662 7.83685257912e-05 +CATGTG 0.000402282955774 0.000420900621665 +GTGCGA 0.000189712984825 9.33377947625e-05 +TACCCC 0.000178284491763 7.39657996231e-05 +GATTGG 0.000173713094539 0.000217494672701 +GGCCTG 0.000530282078066 0.000207808675132 +GGCCTC 0.000251426847359 0.000169945230086 +GGCCTA 9.82850403312e-05 9.86210661642e-05 +TTTGTT 0.000381711668263 0.00105929591603 +AATCGG 8.68565472694e-05 7.04436186887e-05 +AATCGC 0.000102856437556 0.000106545973267 +AATCGA 0.000102856437556 0.000106545973267 +TTCCCA 0.000315426408505 0.000340771005407 +GGCCTT 0.000230855559848 0.000153214870648 +TCACTA 8.4570848657e-05 0.000221016853636 +TCACTC 0.000157713204252 0.000279132839054 +AATCGT 0.000102856437556 0.000125037423172 +AGCCGA 0.000150856108415 0.000125037423172 +CCTTCA 0.000278855230707 0.000338129369706 +AGCCGC 0.000180570190376 0.000115351425603 +TAATTG 0.0 0.000299385379427 +AAAAAT 0.000404568654386 0.00112357571808 +AGCCGG 0.000102856437556 8.80545233609e-05 +GTTTTT 0.000230855559848 0.000942183399961 +TGGTGA 2.51426847359e-05 0.000307310286529 +GATGGA 0.000930279335227 0.000417378440731 +TGGTGC 0.00011657062923 0.000163781413451 +CCAAGT 0.000159998902865 0.000153214870648 +GGGCTG 0.000299426518218 0.000199883768029 +TGGTGG 0.000187427286213 0.000250074846345 +GATGGG 0.000406854352999 0.000184914499058 +AAAAAA 0.000642281310071 0.00215997745804 +AAAAAC 0.000630852817009 0.000858531602768 +GAGCGA 0.000322283504342 0.000157617596816 +AGCCGT 0.000130284820904 0.000131201239808 +AAAAAG 0.000934850732452 0.000810982160154 +TGACAG 2.28569861235e-06 0.000421781166899 +CCAAGG 8.22851500447e-05 0.000108307063734 +CTACAT 0.000107427834781 0.000283535565222 +TCTCAG 0.000635424214234 0.000316115738866 +CCAAGC 0.000196570080662 0.000119754151771 +TGGTGT 0.000118856327842 0.000346054276808 +CCAAGA 0.00019428438205 0.000178750682423 +AGAACT 0.000169141697314 0.000240388848775 +GCATTA 0.000162284601477 0.000257119208214 +CCTTCG 6.62852597582e-05 5.37132592501e-05 +TACCAT 0.000185141587601 0.000150573234947 +AGATAG 2.28569861235e-06 0.000122395787472 +CACTGT 0.000258283943196 0.000357501364845 +ACCCGA 7.771375282e-05 5.98770758854e-05 +ATGTCT 0.000436568434959 0.000411214624095 +ACCCGC 0.000143999012578 7.83685257912e-05 +AGATAA 6.85709583706e-06 0.000295863198493 +TACCAC 0.000235426957072 0.000117993061304 +AGAACG 6.85709583706e-05 0.000134723420742 +TACCAA 0.000178284491763 0.000172586865787 +AGAACA 0.000169141697314 0.000438511526337 +TACCAG 0.000541710571128 0.00014881214448 +AGAACC 0.000187427286213 0.000176989591955 +ATGTCA 0.000274283833482 0.000416497895497 +CACTGG 0.000265141039033 0.000346934822042 +AGATAT 0.000153141807028 0.000324921191202 +TGACAA 0.0 0.000413856259796 +ACCAGG 0.000164570300089 0.00016113977775 +CACTGC 0.000285712326544 0.000380395540919 +ATGTCG 0.000166855998702 0.0001074265185 +CACTGA 2.28569861235e-05 0.000491344240354 +TAGGTT 0.0 0.000133842875509 +GTTTAC 0.000313140709892 0.000343412641107 +AATTAT 0.000157713204252 0.000588204216051 +CTGTTG 0.000415997147448 0.000425303347833 +TGCTAT 0.000157713204252 0.000201644858496 +CTGTTC 0.000489139503043 0.00032932391737 +CGGGTT 0.000105142136168 6.33992568198e-05 +CTGTTA 0.000150856108415 0.000281774474755 +AATTAC 0.000230855559848 0.000324921191202 +AATTAA 1.82855888988e-05 0.00073437472483 +AATTAG 4.5713972247e-06 0.000304668650829 +TAGGTC 0.0 8.98156138281e-05 +CGGGTC 0.000139427615353 7.30852543895e-05 +CTGTTT 0.000726852158728 0.000700914005952 +CGGGTA 3.19997805729e-05 4.0505080746e-05 +CGGGTG 0.000148570409803 8.62934328936e-05 +CCAAAC 0.000406854352999 0.000334607188771 +CTTCGG 9.59993417188e-05 7.57268900903e-05 +CACACT 0.000399997257162 0.000456122431009 +TGGATG 0.000351997586302 0.00038303717662 +AGCAAA 0.000687995282318 0.000519521687829 +ATATAT 9.14279444941e-05 0.000750224539035 +AGCAAC 0.00050513939333 0.00023422503214 +TTAGGC 7.99994514323e-05 0.00014881214448 +AAAGCT 0.000658281200357 0.000434989345403 +AGCAAG 0.00053485347529 0.000240388848775 +AAAGCA 0.000740566350402 0.000641917475301 +ATATAG 2.28569861235e-06 0.000206047584664 +TTAGGT 6.17138625335e-05 0.000154095415882 +ATATAA 6.85709583706e-06 0.000524804959231 +AGCAAT 0.000358854682139 0.000283535565222 +ATATAC 0.000114284930618 0.000285296655689 +ATAGCA 0.000148570409803 0.000194600496628 +ATAGCC 0.000130284820904 0.000131201239808 +TACTTG 0.000201141477887 0.000215733582234 +ATAGCG 8.68565472694e-05 5.81159854182e-05 +TCTCAC 0.000226284162623 0.000245672120177 +TGCTAA 6.85709583706e-06 0.000280013384288 +ATAGCT 0.000111999232005 0.000168184139619 +TACTTT 0.000303997915443 0.000440272616804 +GTTTTC 0.000329140600179 0.000482538788018 +CGAGTT 9.59993417188e-05 8.45323424264e-05 +CTCGCC 0.000201141477887 0.000100382156631 +CGTACT 5.48567666965e-05 5.37132592501e-05 +TCCCGT 0.00011657062923 8.36517971928e-05 +ACATAC 0.00027199813487 0.000307310286529 +CTTAAG 0.000185141587601 0.000151453780181 +ACATAA 1.59998902865e-05 0.000424422802599 +CTTAAA 0.000333711997403 0.000584682035116 +AGGGGT 0.000118856327842 0.000166423049152 +CTTAAC 0.000157713204252 0.000156737051582 +CGTACA 6.17138625335e-05 9.50988852297e-05 +CGAGTG 0.000237712655685 0.000104784882799 +TTGTTA 8.22851500447e-05 0.000396245355124 +CGAGTA 6.17138625335e-05 5.72354401846e-05 +CGAGTC 0.000105142136168 0.000103904337566 +AGGGGA 0.000123427725067 0.000206928129898 +CTTAAT 0.000196570080662 0.000316996284099 +AGGGGC 0.000105142136168 0.000111829244668 +TATGCA 0.000281140929319 0.000361904091013 +AGGGGG 6.62852597582e-05 0.000169064684853 +TCATTA 0.000130284820904 0.000492224785587 +CGACTT 7.08566569829e-05 6.95630734551e-05 +TCGGGC 0.000100570738944 6.42798020534e-05 +TTGTAA 6.85709583706e-06 0.000508074599792 +TTGTAC 0.000143999012578 0.000223658489337 +GTACCT 0.000125713423679 0.000110948699435 +TCATTG 0.000139427615353 0.000375992814751 +TGAATC 2.28569861235e-06 0.000338129369706 +CGACTA 4.11425750223e-05 3.25801736435e-05 +TGAATA 2.28569861235e-06 0.000377753905218 +CGACTC 0.000123427725067 9.42183399961e-05 +TGAATG 4.5713972247e-06 0.000569712766145 +AAGTAT 0.000335997696016 0.000251835936812 +CGACTG 0.000249141148746 0.000142648327845 +TTGCCA 0.000226284162623 0.000277371748587 +TTGTAT 0.000137141916741 0.000427944983534 +ATCGTG 0.000333711997403 7.22047091559e-05 +GCTTCG 9.14279444941e-05 7.30852543895e-05 +ATCGTC 0.000290283723769 9.33377947625e-05 +ATCGTA 8.91422458817e-05 7.22047091559e-05 +TGGGAG 0.000498282297493 0.00020252540373 +TGGGAA 0.000260569641808 0.000263283024849 +TGGGAC 0.000331426298791 0.000166423049152 +GCTTCT 0.000253712545971 0.000313474103165 +ATCGTT 0.000137141916741 0.000104784882799 +GATTGA 1.82855888988e-05 0.000284416110456 +TGGGAT 0.000313140709892 0.000208689220365 +GGGCTA 7.31423555953e-05 0.000112709789902 +CTAGCC 0.000109713533393 6.0757621119e-05 +CTAGCA 0.000125713423679 0.00011711251607 +CTAGCG 5.94281639212e-05 3.96245355124e-05 +CGGTAG 0.0 5.54743497173e-05 +ACTTAG 2.28569861235e-06 9.77405209306e-05 +ACTTAA 4.5713972247e-06 0.00038303717662 +CGGTAC 7.771375282e-05 3.6102354578e-05 +ACTTAC 0.000205712875112 0.000154095415882 +CGGTAA 0.0 8.71739781273e-05 +GACCAG 0.000742852049015 0.000194600496628 +GACCAC 0.000358854682139 0.000191958860927 +TTGCCC 0.000150856108415 0.000104784882799 +CTAGCT 0.000130284820904 9.86210661642e-05 +TTCGAG 0.000315426408505 8.36517971928e-05 +ACTTAT 0.000100570738944 0.000227180670271 +CGGTAT 3.885687641e-05 6.0757621119e-05 +TACACA 0.000395425859937 0.000444675342972 +TACACG 0.000191998683438 9.42183399961e-05 +GCGAGA 7.99994514323e-05 0.000114470880369 +GAGAGC 0.000838851390733 0.000294102108025 +GCGAGC 0.000121142026455 9.86210661642e-05 +GGCCGT 0.000178284491763 6.16381663526e-05 +GCGAGG 7.31423555953e-05 0.000111829244668 +TTAAGA 8.22851500447e-05 0.000324921191202 +CAGCCG 0.00037942596965 0.00015849814205 +CAGCCA 0.000406854352999 0.000349576457743 +CAGCCC 0.000452568325246 0.000173467411021 +TCCGGG 8.4570848657e-05 7.22047091559e-05 +GCGAGT 0.000105142136168 9.86210661642e-05 +CAGCCT 0.000498282297493 0.000283535565222 +GAACTC 0.000308569312668 0.000193719951394 +GAACTA 0.000159998902865 0.000198122677562 +GGACTT 0.000251426847359 0.000167303594386 +CACCTA 7.771375282e-05 0.000147931599246 +AACTAT 0.000299426518218 0.000258880298681 +CACCTC 0.000265141039033 0.000267685751017 +CACCTG 0.00053485347529 0.000320518465034 +TGATCC 2.28569861235e-06 0.000190197770459 +AACACT 0.000484568105819 0.000535371502034 +TGATCA 0.0 0.000358381910079 +TGATCG 0.0 5.72354401846e-05 +TGCATG 0.000317712107117 0.000362784636247 +AACTAG 4.5713972247e-06 0.000140887237377 +GATTTA 0.000169141697314 0.0004270644383 +CACCTT 0.000111999232005 0.000232463941673 +AACTAC 0.000598853036436 0.000227180670271 +AACTAA 2.28569861235e-05 0.000344293186341 +AACACG 0.000196570080662 0.000174347956255 +AACACA 0.000694852378155 0.000831234700527 +AACACC 0.000537139173903 0.00029762428896 +TGATCT 9.14279444941e-06 0.0003196379198 +CCAGCA 0.000473139612757 0.00041473680503 +CTATAC 6.39995611459e-05 0.000111829244668 +CAACAG 0.000411425750223 0.000383917721853 +GACAGT 0.00058285314615 0.000243030484476 +CAACAA 0.000338283394628 0.000508955145026 +CCAGCC 0.00034971188769 0.000223658489337 +CAACAC 0.000228569861235 0.000411214624095 +GGCCGG 0.000141713313966 7.74879805576e-05 +CTATAA 1.14284930618e-05 0.000236866667841 +GACAGG 0.00037942596965 0.000248313755878 +CAACAT 0.000139427615353 0.000429706074001 +GACAGC 0.000937136431064 0.000289699381857 +GACAGA 0.000566853255863 0.000430586619235 +GTATTA 5.71424653088e-05 0.000286177200923 +GTATTC 9.14279444941e-05 0.000167303594386 +GTAAGT 5.25710680841e-05 0.000155856506349 +CCAGCG 0.000169141697314 0.000174347956255 +AGAGGT 0.000274283833482 0.000250074846345 +GGTGGC 0.000299426518218 0.000137365056443 +TCCCCT 0.000205712875112 0.000189317225226 +GGTGGA 0.00066056689897 0.000254477572513 +CGTCAT 8.22851500447e-05 0.000164661958685 +GGTGGG 0.000169141697314 0.000128559604107 +AGAGGC 0.000251426847359 0.000214853037001 +GTAAGA 5.02853694718e-05 0.000164661958685 +AGAGGA 0.00058285314615 0.000467569519046 +CGCCCT 5.71424653088e-05 0.000103904337566 +AGAGGG 0.000187427286213 0.000321399010267 +GTAAGG 5.25710680841e-05 0.000123276332705 +CGTCAA 7.99994514323e-05 0.000106545973267 +CGTCAC 9.82850403312e-05 0.000125917968406 +TCCCCC 0.000123427725067 0.000173467411021 +GGTGGT 0.000402282955774 0.00018051177289 +CGTCAG 0.000274283833482 0.000125917968406 +GTCCGG 0.000107427834781 6.86825282215e-05 +GTCGCA 9.82850403312e-05 7.04436186887e-05 +GTCGCC 0.000125713423679 7.39657996231e-05 +CCGTCT 0.000228569861235 0.000151453780181 +TCGGTA 2.51426847359e-05 6.0757621119e-05 +CTCGCG 6.17138625335e-05 5.37132592501e-05 +TCGGTG 0.000198855779275 9.86210661642e-05 +GTCGCT 0.000143999012578 9.6859975697e-05 +TACCTA 9.82850403312e-05 8.98156138281e-05 +GTAACT 8.4570848657e-05 0.00015849814205 +CCGTCG 5.94281639212e-05 4.93105330821e-05 +CCGTCA 0.000130284820904 0.000118873606537 +CCGTCC 0.000226284162623 8.62934328936e-05 +GGCTGT 0.000342854791853 0.000280893929521 +CGCGTG 0.000111999232005 9.06961590617e-05 +CTATAT 5.71424653088e-05 0.000227180670271 +CGCGTC 7.54280542076e-05 5.98770758854e-05 +CGCGTA 2.05712875112e-05 3.34607188771e-05 +GTTTTA 0.000203427176499 0.000717644365391 +ATGCAG 0.000829708596284 0.000402409171759 +CCACTA 7.31423555953e-05 0.000146170508779 +CCACTC 0.000166855998702 0.000191078315693 +CGCGTT 4.34282736347e-05 7.30852543895e-05 +GGCTGG 0.000441139832184 0.000206928129898 +GGCTGA 1.59998902865e-05 0.000286177200923 +GGCTGC 0.00034971188769 0.000226300125037 +ATGCAT 0.000205712875112 0.000442033707272 +TTTAGA 9.59993417188e-05 0.000415617350263 +TTTCAT 0.000210284272336 0.000620784389694 +TTGACC 0.000207998573724 0.000221016853636 +ATGACG 0.000178284491763 0.000153214870648 +GGAGTT 0.000338283394628 0.000207808675132 +ATGACA 0.000358854682139 0.000479016607083 +ATGACC 0.00050513939333 0.00018051177289 +CGGGCC 0.000127999122292 6.60408925206e-05 +GGGCCT 0.000207998573724 0.000146170508779 +TAAGAA 4.5713972247e-06 0.000301146469894 +ATGACT 0.000317712107117 0.00033196555307 +GGAGTA 0.000153141807028 0.000128559604107 +GGAGTC 0.000372568873813 0.000168184139619 +GGAGTG 0.000614852926723 0.000255358117747 +GGGCCG 0.000121142026455 7.48463448567e-05 +GGGCCC 0.000137141916741 6.86825282215e-05 +GGGCCA 0.000201141477887 0.000150573234947 +GGCAAG 0.000473139612757 0.000114470880369 +ACGAGT 5.25710680841e-05 8.89350685945e-05 +AGGCCA 0.000159998902865 0.000201644858496 +AGGCCC 9.37136431064e-05 0.000124156877939 +AGGCCG 9.37136431064e-05 7.04436186887e-05 +ACGAGG 5.02853694718e-05 0.000105665428033 +ACGAGC 0.000105142136168 0.000118873606537 +GACCCG 0.000267426737645 5.89965306518e-05 +ACGAGA 5.71424653088e-05 0.000132962330275 +GGCAAC 0.000395425859937 0.000123276332705 +AGGCCT 0.000146284711191 0.000204286494197 +AGACGG 0.000121142026455 0.000132081785041 +GGGTTG 0.000132570519516 0.000172586865787 +TTTGGG 0.00027199813487 0.000316115738866 +GGGTTA 4.5713972247e-05 0.000143528873078 +GGGTTC 0.000118856327842 8.98156138281e-05 +TTTGAT 0.000722280761503 0.000606695665956 +TGAACT 4.5713972247e-06 0.000413856259796 +CTACGA 6.85709583706e-05 4.0505080746e-05 +ATTGCT 0.00042742564051 0.000289699381857 +GGGTTT 0.00019428438205 0.000313474103165 +TACAAG 0.000658281200357 0.000215733582234 +TGCGAG 0.000226284162623 0.000105665428033 +AACGGC 0.000470853914145 0.000102143247099 +ATCCAT 0.000185141587601 0.000263283024849 +ATTGCA 0.000381711668263 0.000332846098304 +TTTGGC 0.000411425750223 0.000282655019988 +ATTGCG 9.82850403312e-05 9.15767042953e-05 +TTTGAC 0.000735994953177 0.000437630981103 +TTTGAA 0.000619424323947 0.000700914005952 +CGGGCT 0.00011657062923 7.04436186887e-05 +CTCGTA 3.885687641e-05 7.57268900903e-05 +CTCGTC 0.000153141807028 0.000146170508779 +CCCTGG 0.000201141477887 0.000133842875509 +CCCTGA 1.37141916741e-05 0.000210450310832 +AAGCTT 0.000436568434959 0.000290579927091 +CCCTGC 0.000262855340421 0.000235986122607 +GTGTAA 2.05712875112e-05 0.00033196555307 +CCCTGT 0.000173713094539 0.000204286494197 +AAGCTC 0.000484568105819 0.000271207931951 +GATATA 0.000187427286213 0.000216614127468 +AAGCTA 0.000175998793151 0.000198122677562 +GATATG 0.000317712107117 0.000179631227656 +AAGCTG 0.00115884919646 0.000424422802599 +TGACGC 0.0 0.000156737051582 +TACTCT 0.000251426847359 0.000185795044291 +CATCGT 7.08566569829e-05 9.6859975697e-05 +GTAGTC 7.08566569829e-05 0.000104784882799 +CAGGGT 0.000463996818308 0.000135603965976 +CCAGTC 0.000308569312668 0.000207808675132 +TACGAT 0.000171427395926 7.74879805576e-05 +CCAGTG 0.000539424872515 0.00027561065812 +TACTCG 0.000125713423679 6.16381663526e-05 +CATCGA 7.31423555953e-05 0.000111829244668 +CATCGC 0.000114284930618 0.0001074265185 +TACTCC 0.000283426627932 0.000111829244668 +TACTCA 0.000139427615353 0.000200764313263 +CATCGG 5.94281639212e-05 7.48463448567e-05 +CAGGGG 0.000235426957072 0.000176989591955 +CCAGTT 0.000198855779275 0.000199003222796 +CAGGGC 0.000521139283616 0.000163781413451 +AATCTG 0.000562281858639 0.000393603719423 +CGGACT 6.62852597582e-05 7.92490710248e-05 +AATCTC 0.000237712655685 0.000292341017558 +AATCTA 0.000159998902865 0.000271207931951 +TGAACG 0.0 0.000167303594386 +TCACAC 0.000178284491763 0.000397125900358 +TCACAA 0.000207998573724 0.000412095169329 +TAAATT 0.0 0.000581159854182 +GCCATA 0.000228569861235 0.000166423049152 +CGGACG 9.14279444941e-05 6.16381663526e-05 +ACATCG 7.771375282e-05 8.541288766e-05 +CGGACA 9.82850403312e-05 0.000122395787472 +CGGACC 8.22851500447e-05 4.31467164468e-05 +GCCATG 0.000820565801835 0.000219255763169 +TTTTAA 1.59998902865e-05 0.00151101562087 +TCACAT 0.000102856437556 0.000405931352694 +ATTAAC 0.000207998573724 0.000333726643538 +ATTAAA 0.000514282187779 0.000909603226318 +ATTAAG 0.000313140709892 0.000326682281669 +TTTTAC 0.00031085501128 0.00066128947044 +TCACTT 0.000123427725067 0.000379514995685 +ATTCGT 0.000153141807028 8.89350685945e-05 +GTGCAG 0.00085485128102 0.000325801736435 +TTACTA 7.31423555953e-05 0.000274730112886 +ATTAAT 0.000205712875112 0.00068330310128 +TACCTG 0.000749709144852 0.000194600496628 +GGTATG 0.000173713094539 0.000116231970836 +CTGAAT 0.000546281968352 0.000502791328391 +GGTATC 0.000121142026455 7.48463448567e-05 +CGAGAG 0.000393140161325 0.000154095415882 +CTGAAA 0.000927993636615 0.000642798020534 +CTGAAC 0.000717709364279 0.00038303717662 +TCGACC 6.17138625335e-05 5.89965306518e-05 +GGAACC 0.000278855230707 9.95016113978e-05 +CTGAAG 0.00178055921902 0.000569712766145 +CATTGC 6.17138625335e-05 0.000254477572513 +TATGAG 0.000685709583706 0.000213091946533 +CATTGA 4.5713972247e-06 0.000344293186341 +CTAGTT 9.14279444941e-05 0.000164661958685 +CATTGG 8.4570848657e-05 0.000244791574943 +TCAACT 0.000125713423679 0.00032932391737 +ATGTTA 0.000139427615353 0.000413856259796 +ACACCG 0.000180570190376 0.000112709789902 +CTGCCA 0.000420568544673 0.00030995192223 +CTGCCC 0.000500567996105 0.000160259232517 +ACACCC 0.000214855669561 0.00017082577532 +ACACCA 0.000335997696016 0.00032932391737 +CTGCCG 0.000285712326544 0.000177870137189 +CTAGTG 0.000217141368173 0.000124156877939 +TCAACC 0.000130284820904 0.000155856506349 +ATGTTC 0.000381711668263 0.000321399010267 +CTAGTC 9.59993417188e-05 8.27712519592e-05 +TCAACG 7.99994514323e-05 7.39657996231e-05 +CTAGTA 4.5713972247e-05 0.000100382156631 +CATTGT 0.000100570738944 0.00035133754821 +TATGAC 0.000514282187779 0.000207808675132 +GTAATG 0.000139427615353 0.000254477572513 +ACACCT 0.000267426737645 0.000312593557931 +CTGCCT 0.000463996818308 0.00025623866298 +CCTCGT 0.000150856108415 0.000104784882799 +TTGTGT 0.000148570409803 0.000652484018104 +AGACTG 0.000411425750223 0.000393603719423 +AGACTC 0.000262855340421 0.000235105577374 +AGACTA 0.000105142136168 0.000141767782611 +CCTCGG 9.82850403312e-05 9.06961590617e-05 +CCTCGC 0.000159998902865 8.36517971928e-05 +CCCGAC 0.000164570300089 5.81159854182e-05 +CCTCGA 0.000143999012578 9.77405209306e-05 +CGAGGA 0.000239998354297 0.000137365056443 +AGACTT 0.000175998793151 0.000266805205783 +CGAGGG 0.000121142026455 7.22047091559e-05 +CACCGT 0.000105142136168 9.33377947625e-05 +ACTTTA 0.000189712984825 0.000479897152317 +ACTTTG 0.000214855669561 0.000360143000546 +TAGCTA 0.0 0.000130320694574 +GACCTG 0.00115427779924 0.000229822305972 +GTCGCG 6.17138625335e-05 4.57883521476e-05 +GACCTA 0.000137141916741 8.45323424264e-05 +GACCTC 0.000518853585004 0.00012944014934 +CACCGG 0.000134856218129 0.000100382156631 +CTATTG 7.31423555953e-05 0.000183153408591 +CACCGA 8.91422458817e-05 0.000120634697004 +ACTTTT 0.000262855340421 0.000735255270063 +GACCTT 0.000315426408505 0.000198122677562 +GGACGC 0.00015542750564 0.000123276332705 +GGACGG 0.000132570519516 9.6859975697e-05 +CTATTA 5.02853694718e-05 0.000250074846345 +CACAGC 0.000459425421083 0.000460525157177 +CTTATC 0.000127999122292 0.000114470880369 +CACAGA 0.000425139941898 0.00056354894951 +CTTATA 8.4570848657e-05 0.000177870137189 +CACAGG 0.000226284162623 0.000283535565222 +CTTATG 0.000146284711191 0.000172586865787 +ACTCAT 0.000169141697314 0.000282655019988 +CGTATA 3.19997805729e-05 6.0757621119e-05 +GACGTA 9.37136431064e-05 8.71739781273e-05 +CGTATC 0.00011657062923 4.93105330821e-05 +CTATTC 7.08566569829e-05 0.000137365056443 +GAGGAC 0.00139884755076 0.000229822305972 +CGTATG 0.000132570519516 8.71739781273e-05 +AGCGAT 0.000265141039033 0.00014881214448 +TTAACA 0.000118856327842 0.000496627511755 +ACTCAC 0.000203427176499 0.00025623866298 +TTAACC 9.37136431064e-05 0.000240388848775 +ACTCAA 0.000228569861235 0.00035133754821 +ACTCAG 0.000461711119695 0.000228941760738 +CTTATT 0.000198855779275 0.000378634450452 +CACAGT 0.000345140490465 0.000324921191202 +AGCGAC 0.000372568873813 8.541288766e-05 +TAAACA 2.28569861235e-06 0.000711480548756 +AGCGAA 0.000196570080662 0.00012679851364 +GAGGAT 0.00129827681182 0.00032932391737 +AGCGAG 0.000454854023858 0.000147931599246 +CGTATT 9.59993417188e-05 9.50988852297e-05 +TAAACG 0.0 0.000165542503918 +AGTTCC 0.000118856327842 0.000169945230086 +GTATGT 7.08566569829e-05 0.000241269394009 +AGTTCA 0.000255998244583 0.000347815367275 +TACTTA 5.25710680841e-05 0.000172586865787 +AGTTCG 3.65711777976e-05 6.25187115862e-05 +TAGCCC 0.0 8.27712519592e-05 +CTGTGA 3.885687641e-05 0.000429706074001 +CGGGGT 5.71424653088e-05 6.33992568198e-05 +TAGGAC 0.0 0.000109187608967 +GCAAAG 0.000413711448836 0.000285296655689 +TAGGAA 2.28569861235e-06 0.000173467411021 +GCAAAA 0.000370283175201 0.000486941514186 +TAGGAG 4.5713972247e-06 0.000123276332705 +GCAAAC 0.000361140380752 0.000366306817181 +CGGGGC 0.00011657062923 7.92490710248e-05 +CGGGGA 6.85709583706e-05 8.1010161492e-05 +CTGTGT 0.000409140051611 0.000486941514186 +CGGGGG 4.34282736347e-05 5.72354401846e-05 +GTATGC 5.94281639212e-05 0.000133842875509 +AGTTCT 0.000198855779275 0.000258880298681 +GCAAAT 0.000185141587601 0.000375112269517 +TAGGAT 0.0 0.00016113977775 +TAATTA 0.0 0.000550340771005 +CTATTT 7.99994514323e-05 0.000404170262226 +TGCTTT 0.000249141148746 0.000682422556047 +GTCTAT 0.000196570080662 0.00016113977775 +GTAATT 7.771375282e-05 0.000316996284099 +GTTACC 0.000114284930618 9.6859975697e-05 +GTTACA 0.000153141807028 0.000230702851205 +TAATTC 0.0 0.000300265924661 +GTTACG 4.79996708594e-05 5.81159854182e-05 +TATCGC 0.000118856327842 5.10716235493e-05 +TATAGT 5.94281639212e-05 0.000187556134759 +GTCTAA 1.82855888988e-05 0.000187556134759 +AGGACG 8.91422458817e-05 0.000124156877939 +GTCTAC 0.00027199813487 0.000125037423172 +TGCTTC 0.000347426189078 0.000321399010267 +TTCAAA 0.00058285314615 0.000655125653805 +GGCGTT 0.000111999232005 8.98156138281e-05 +GGGCTC 0.000159998902865 0.000135603965976 +TATAGC 5.48567666965e-05 0.00015849814205 +TATCGT 8.22851500447e-05 6.86825282215e-05 +TATAGA 7.99994514323e-05 0.00024655266541 +AGTGGG 0.00019428438205 0.000153214870648 +TATAGG 3.65711777976e-05 0.000111829244668 +GTGGCG 0.000338283394628 0.000104784882799 +GTTACT 0.000139427615353 0.000178750682423 +GCTCTC 0.000372568873813 0.000255358117747 +AACCTT 0.000285712326544 0.000282655019988 +GATGGC 0.000587424543375 0.000219255763169 +GCTCTG 0.00115656349785 0.000364545726714 +CCACGT 0.000141713313966 0.000106545973267 +CAATAT 0.000127999122292 0.000350457002976 +CAGGAG 0.00167770278147 0.000349576457743 +GAATGG 0.000313140709892 0.000263283024849 +GAATGA 2.51426847359e-05 0.000465808428579 +ACTACT 0.000164570300089 0.000187556134759 +GAATGC 0.000235426957072 0.0002122114013 +CCACGA 0.000130284820904 6.5160347287e-05 +CAATAC 0.000148570409803 0.000176109046722 +CCACGC 0.000146284711191 9.6859975697e-05 +CAATAA 1.37141916741e-05 0.000464927883345 +GTTCCG 8.22851500447e-05 3.69828998116e-05 +CAATAG 4.5713972247e-06 0.000189317225226 +CCACGG 8.68565472694e-05 8.71739781273e-05 +AACCTA 0.000146284711191 0.000137365056443 +GAATGT 0.000278855230707 0.000374231724284 +ACTACC 9.37136431064e-05 8.45323424264e-05 +GGCTTC 0.000653709803133 0.000171706320554 +ACTACA 0.000203427176499 0.000316115738866 +ACTACG 7.08566569829e-05 5.54743497173e-05 +GGCTTG 0.000239998354297 0.000182272863357 +CGTTGA 2.28569861235e-06 8.541288766e-05 +AGTCAG 0.000445711229409 0.000307310286529 +CGTTGC 4.79996708594e-05 6.16381663526e-05 +TAACAC 2.28569861235e-06 0.000257119208214 +TCCTAC 0.00031085501128 0.000117993061304 +AGTCAC 0.000164570300089 0.000228941760738 +CGTTGG 3.65711777976e-05 7.39657996231e-05 +AGTCAA 0.000169141697314 0.000367187362415 +TCATCG 7.99994514323e-05 0.000145289963545 +TGAGGG 0.0 0.000203405948964 +TCATCC 0.000290283723769 0.000302027015128 +GAGCGG 0.000287998025156 0.000131201239808 +CTTTCT 0.00027199813487 0.000419139531198 +AGTCAT 0.000164570300089 0.000294102108025 +TCCTAT 0.000150856108415 0.000130320694574 +TAACAT 2.28569861235e-06 0.000416497895497 +CGTTGT 5.25710680841e-05 9.95016113978e-05 +CTTTCC 0.00019428438205 0.000247433210644 +CTTTCA 0.000226284162623 0.000451719704841 +CTTTCG 6.17138625335e-05 9.33377947625e-05 +GAGCGC 0.000450282626633 0.000121515242238 +GTTGAT 0.000329140600179 0.000257119208214 +CGACCA 9.82850403312e-05 7.74879805576e-05 +CGACCC 0.000105142136168 5.10716235493e-05 +GCATAC 0.000141713313966 0.00015849814205 +CGACCG 4.79996708594e-05 4.57883521476e-05 +CCTTAT 0.000185141587601 0.000172586865787 +GTTGAC 0.000274283833482 0.00030995192223 +GTTGAA 0.000434282736347 0.000358381910079 +ACTGGG 0.000210284272336 0.000167303594386 +GTTGAG 0.000404568654386 0.000237747213074 +TTAGGG 9.37136431064e-05 0.000153214870648 +CCTTAC 0.000214855669561 0.000120634697004 +TTCGAT 0.000178284491763 6.69214377543e-05 +CCTTAA 2.05712875112e-05 0.000252716482046 +CCTTAG 0.0 5.89965306518e-05 +CGACCT 9.82850403312e-05 8.27712519592e-05 +CAACTC 0.000189712984825 0.000199883768029 +CAACTA 0.000118856327842 0.000153214870648 +CAACTG 0.000255998244583 0.000291460472324 +AATAGG 5.25710680841e-05 0.000176109046722 +GATGGT 0.000498282297493 0.000233344486906 +GGGGTT 0.000148570409803 0.000145289963545 +GGATGT 0.000157713204252 0.000315235193632 +AATAGT 7.99994514323e-05 0.000273849567652 +GGGCTT 0.000143999012578 0.000152334325414 +CAACTT 0.000143999012578 0.000370709543349 +GGATGC 0.000141713313966 0.000165542503918 +GGATGA 9.14279444941e-06 0.000310832467464 +GGATGG 0.000207998573724 0.000221897398869 +GGGGTA 3.885687641e-05 7.92490710248e-05 +TCTCCG 0.000189712984825 0.000155856506349 +GAGTCC 0.00041828284606 0.000165542503918 +AAACTG 0.00102170727972 0.000655125653805 +TCTCCC 0.000239998354297 0.0002122114013 +AAACTA 0.000308569312668 0.000424422802599 +TCTCCA 0.000564567557251 0.000453480795308 +AAACTC 0.000653709803133 0.000423542257366 +ACGCGA 2.74283833482e-05 6.16381663526e-05 +AGTACG 2.28569861235e-05 5.10716235493e-05 +ACGCGC 8.4570848657e-05 8.71739781273e-05 +AGTACC 5.94281639212e-05 8.36517971928e-05 +ACGCGG 5.94281639212e-05 6.69214377543e-05 +AGTACA 0.000137141916741 0.000253597027279 +AAACTT 0.000317712107117 0.000452600250075 +CCCTTC 0.000358854682139 0.000164661958685 +TCTCCT 0.000441139832184 0.000324040645968 +CCCTTG 0.000109713533393 0.000124156877939 +TTCTAT 0.000230855559848 0.000214853037001 +AGTACT 9.37136431064e-05 0.00014881214448 +ACGCGT 5.48567666965e-05 6.5160347287e-05 +GCCGAA 0.000187427286213 9.95016113978e-05 +GTGGAG 0.00189255845103 0.000370709543349 +GCCGAC 0.000210284272336 6.69214377543e-05 +GTGGAC 0.00112684941589 0.000196361587095 +GCCGAG 0.000425139941898 0.000117993061304 +GTGGAA 0.000653709803133 0.00030995192223 +TATCAT 0.000141713313966 0.000280893929521 +GTGGAT 0.000804565911548 0.000286177200923 +GCCATC 0.000927993636615 0.000211330856066 +GCCGAT 0.000166855998702 6.95630734551e-05 +CCTATT 0.000205712875112 0.000147051054013 +ACCCGG 7.08566569829e-05 5.54743497173e-05 +ACCGAG 0.000269712436258 0.000103904337566 +AAATCG 8.91422458817e-05 0.00016113977775 +CACGCG 7.08566569829e-05 9.59794304633e-05 +TTATCG 2.28569861235e-05 7.48463448567e-05 +ACCGAC 0.000173713094539 7.83685257912e-05 +AAATCC 0.000390854462712 0.000321399010267 +ACCGAA 0.000214855669561 0.000122395787472 +AAATCA 0.000386283065488 0.000664811651375 +GGCTTT 0.000445711229409 0.000315235193632 +CTTTGA 1.59998902865e-05 0.000361904091013 +AGATAC 0.000226284162623 0.000132962330275 +TCCCGA 6.85709583706e-05 8.18907067256e-05 +CACGCT 0.000123427725067 0.00011711251607 +AAATCT 0.000404568654386 0.00056619058521 +ACCGAT 0.000182855888988 7.39657996231e-05 +GTAGTT 8.91422458817e-05 0.000222777944103 +ACCAGT 0.000319997805729 0.000201644858496 +GATGAT 0.001220563059 0.000435869890636 +GGAGCA 0.000521139283616 0.000296743743726 +GGAGCC 0.000532567776678 0.000182272863357 +CCGGCT 0.000169141697314 8.541288766e-05 +CCAAAT 0.000235426957072 0.000330204462603 +GGAGCG 0.00023314125846 0.000133842875509 +AAAACT 0.00042742564051 0.000662170015674 +GATGAC 0.0010171358825 0.000280893929521 +TGTCCC 0.000125713423679 0.000178750682423 +GATGAA 0.00131656240071 0.000483419333251 +GATGAG 0.00164113160367 0.000305549196062 +AAAACC 0.000511996489167 0.000391842628956 +AAAACA 0.000598853036436 0.00132522057658 +AAAACG 0.000173713094539 0.000302907560361 +GGAGCT 0.000605710132273 0.00027825229382 +CCAAAG 0.000358854682139 0.000239508303542 +TCGCGG 3.19997805729e-05 4.40272616804e-05 +CTAGAG 0.000365711777976 0.000131201239808 +TCGCGC 4.34282736347e-05 4.13856259796e-05 +CTACCG 4.79996708594e-05 3.87439902788e-05 +GCCACA 0.000555424762802 0.000248313755878 +AGATCA 0.000166855998702 0.000339009914939 +GCCACC 0.000518853585004 0.00017082577532 +AGAAAT 0.000246855450134 0.000591726396985 +TCCCGG 8.22851500447e-05 7.92490710248e-05 +GCGCTT 0.000107427834781 0.00012944014934 +GCCACG 0.000237712655685 8.541288766e-05 +AGATCG 4.11425750223e-05 7.13241639223e-05 +ACCAGC 0.000530282078066 0.00027825229382 +TCGCGT 2.51426847359e-05 5.72354401846e-05 +GTGCAA 0.000219427066786 0.000226300125037 +TCCCAT 0.000157713204252 0.000211330856066 +ACCCGT 0.000100570738944 6.78019829879e-05 +AGAAAG 0.000452568325246 0.000552101861473 +CTAGAC 0.000148570409803 9.95016113978e-05 +AGAAAC 0.000404568654386 0.000502791328391 +ATGTCC 0.00037942596965 0.000241269394009 +AGAAAA 0.0003885687641 0.000888470140711 +CTACCC 9.14279444941e-05 7.22047091559e-05 +ATGTAC 0.00049599659888 0.000214853037001 +GACCGA 0.000244569751522 9.95016113978e-05 +ATGTAA 2.28569861235e-05 0.000439392071571 +TATGTG 0.000546281968352 0.000287057746156 +ATGTAG 1.82855888988e-05 0.000267685751017 +CCTATA 8.91422458817e-05 0.000156737051582 +CGAAGT 5.94281639212e-05 8.1010161492e-05 +CCGGCA 0.000107427834781 7.6607435324e-05 +GACGAC 0.000619424323947 0.000110068154201 +CCTATC 9.59993417188e-05 6.86825282215e-05 +ATGTAT 0.000276569532095 0.000434989345403 +ATTAGA 8.22851500447e-05 0.000311713012697 +GGCGTC 0.000223998464011 0.000105665428033 +GACCGG 0.000162284601477 6.25187115862e-05 +AGCACT 0.000475425311369 0.000273849567652 +TTAGAA 0.000173713094539 0.000283535565222 +CGGCTG 0.00031085501128 0.000155856506349 +TTAGAC 0.000173713094539 0.000198122677562 +CGGCTC 0.000164570300089 0.000133842875509 +TTAGAG 0.000308569312668 0.000253597027279 +CGGCTA 3.885687641e-05 4.40272616804e-05 +AGCACC 0.000425139941898 0.000208689220365 +AGCACA 0.00046628251692 0.000427944983534 +AGCACG 0.00015542750564 0.00012679851364 +GGTCGG 7.54280542076e-05 7.57268900903e-05 +CGGCTT 5.71424653088e-05 8.89350685945e-05 +TTAGAT 0.000180570190376 0.000247433210644 +AAAGAC 0.00120684886732 0.000435869890636 +CGAAGC 7.771375282e-05 8.80545233609e-05 +AAAGAA 0.0010354214714 0.000784565803145 +AAAGAG 0.00174398804122 0.000524804959231 +ATATCA 0.000169141697314 0.000335487734005 +GCGCTG 0.000498282297493 0.00022453903457 +TCGCTA 3.885687641e-05 5.28327140165e-05 +TGTGAG 0.000605710132273 0.000401528626526 +TGTGAA 0.000399997257162 0.000595248577919 +CTACCT 9.37136431064e-05 0.0001074265185 +TGTGAC 0.000399997257162 0.000306429741296 +ATATCT 0.000111999232005 0.000300265924661 +CCAGCT 0.000422854243285 0.000335487734005 +AAAGAT 0.000882279664368 0.000497508056989 +TGTGAT 0.000372568873813 0.000438511526337 +TTATTG 9.14279444941e-05 0.000494866421288 +TTATTA 7.771375282e-05 0.000975644118838 +GAAAGC 0.000354283284915 0.000346054276808 +TTATTC 9.59993417188e-05 0.000394484264657 +ACATCT 0.000283426627932 0.000353098638677 +TTTTAT 0.000249141148746 0.00126622404593 +CTTACT 0.000118856327842 0.000157617596816 +AGACGC 0.000180570190376 0.000174347956255 +TACAAA 0.000434282736347 0.000496627511755 +AGACGA 0.000153141807028 0.000182272863357 +AAGTGA 3.42854791853e-05 0.000383917721853 +CCTCTG 0.000710852268442 0.000366306817181 +AGGTGG 6.62852597582e-05 0.000177870137189 +CCTCTC 0.000267426737645 0.000287057746156 +AGGTGC 5.48567666965e-05 0.000162020322984 +CCTCTA 0.000159998902865 0.000147051054013 +AGGTGA 1.59998902865e-05 0.000250074846345 +CTTACG 2.74283833482e-05 5.81159854182e-05 +TCCACA 0.000415997147448 0.000398886990825 +TTTTAG 1.14284930618e-05 0.000556504587641 +AGACGT 0.000109713533393 0.000175228501488 +CTTACC 0.000107427834781 0.000123276332705 +ACATCA 0.000283426627932 0.000556504587641 +CTTACA 0.000187427286213 0.000232463941673 +ACATCC 0.000198855779275 0.000274730112886 +AGGTGT 0.000100570738944 0.000324040645968 +CCTCTT 0.000249141148746 0.000286177200923 +GCGTGA 6.85709583706e-06 0.000114470880369 +CCCGGC 0.000175998793151 6.95630734551e-05 +CCCGGA 0.000178284491763 7.48463448567e-05 +CCCGGG 9.82850403312e-05 4.0505080746e-05 +TATGAA 0.000479996708594 0.00044907806914 +TGGAAT 0.000210284272336 0.000288818836624 +TAGGTG 2.28569861235e-06 0.000124156877939 +TTGTGC 0.000105142136168 0.000312593557931 +TATGAT 0.000468568215532 0.000301146469894 +TTGTGG 0.000141713313966 0.000301146469894 +CCCGGT 0.000127999122292 5.81159854182e-05 +GGCGTG 0.000221712765398 9.15767042953e-05 +TAGGTA 0.0 8.62934328936e-05 +GGTTTT 0.000262855340421 0.000431467164468 +TATCAC 0.000198855779275 0.000187556134759 +TGGAAA 0.00037942596965 0.000586443125583 +TGAGGA 1.14284930618e-05 0.000405931352694 +AAGAGG 0.00065142410452 0.000349576457743 +TGAGGC 0.0 0.000217494672701 +AAGAGA 0.000653709803133 0.000472852790448 +AAGAGC 0.000653709803133 0.000312593557931 +AAGCGT 0.000228569861235 0.000105665428033 +GCTTAG 9.14279444941e-06 0.000102143247099 +GCTTAC 0.000219427066786 0.000110068154201 +GCTTAA 1.82855888988e-05 0.000207808675132 +TGATTC 0.0 0.000289699381857 +AAGCGC 0.000294855120993 0.000109187608967 +AAGAGT 0.000438854133572 0.000283535565222 +AAGCGA 0.000169141697314 0.00013912614691 +AAGCGG 0.000198855779275 0.000111829244668 +GCTTAT 0.000198855779275 0.000198122677562 +GTTCGG 8.22851500447e-05 6.78019829879e-05 +CTGCTA 0.000217141368173 0.000176989591955 +GCGTGT 8.91422458817e-05 0.000120634697004 +CTGCTC 0.000809137308773 0.000397125900358 +ACTTCT 0.000146284711191 0.00027825229382 +GACCGT 0.000173713094539 5.89965306518e-05 +CTGCTG 0.00202512897054 0.000695630734551 +CGGTCA 5.71424653088e-05 0.000104784882799 +GGTCGT 0.000162284601477 5.28327140165e-05 +CGGTCC 5.02853694718e-05 5.45938044837e-05 +CTAGAA 0.000205712875112 0.000149692689713 +CGGTCG 2.05712875112e-05 4.66688973813e-05 +ACTTCG 3.65711777976e-05 6.5160347287e-05 +GACCGC 0.000283426627932 6.78019829879e-05 +TTTTGG 0.000127999122292 0.000504552418858 +ACTTCC 0.000137141916741 0.000198122677562 +CTGCTT 0.000393140161325 0.000469330609513 +ACTTCA 0.000205712875112 0.000396245355124 +CTAGAT 0.000189712984825 0.000156737051582 +CACAAA 0.000454854023858 0.000675378194178 +CGGTCT 4.79996708594e-05 7.22047091559e-05 +GGTCGC 0.000111999232005 6.60408925206e-05 +GGTCGA 0.000134856218129 5.72354401846e-05 +CGTCGC 7.54280542076e-05 6.0757621119e-05 +CAGCAT 0.000402282955774 0.000450839159608 +TGAAGC 4.5713972247e-06 0.000411214624095 +CGTCGG 4.79996708594e-05 5.28327140165e-05 +TGGTTG 0.000127999122292 0.000232463941673 +GCGTGC 6.17138625335e-05 0.000104784882799 +TGCTCA 0.000191998683438 0.000339890460173 +TTCATC 0.000788566021262 0.000420020076431 +TGCTCC 0.00023314125846 0.000251835936812 +TTCATA 0.000187427286213 0.00039536480989 +TTCATG 0.000511996489167 0.000392723174189 +TGCTCG 9.37136431064e-05 0.000115351425603 +GTACAA 8.68565472694e-05 0.0002122114013 +CAGCAG 0.00174855943845 0.000679780920346 +TACACT 0.000358854682139 0.000354859729144 +GCTTTG 0.00037942596965 0.000315235193632 +CAGCAC 0.000575996050313 0.00037335117905 +CAGCAA 0.000431997037735 0.000429706074001 +GGGAGT 0.000118856327842 0.000146170508779 +GTACAC 8.91422458817e-05 0.00016113977775 +TGATTT 0.0 0.000675378194178 +TTCATT 0.000461711119695 0.000729971998662 +GTAGCC 0.000132570519516 8.45323424264e-05 +GCTGCC 0.000619424323947 0.000228941760738 +GCTGCA 0.000628567118397 0.000417378440731 +AACTCT 0.000498282297493 0.000348695912509 +GCTGCG 0.000265141039033 0.000165542503918 +TGGCCA 0.000114284930618 0.000266805205783 +GTAGCA 0.000157713204252 0.000146170508779 +TCATCT 0.000306283614055 0.000454361340542 +TGCTCT 0.000253712545971 0.000390081538489 +AACTCA 0.000294855120993 0.000340771005407 +TGGCCT 0.000157713204252 0.000181392318123 +AACTCC 0.000420568544673 0.000191078315693 +GCTGCT 0.0007771375282 0.000456122431009 +AACTCG 0.000146284711191 0.000109187608967 +CTACAA 0.000141713313966 0.000257999753447 +GGATCC 0.000262855340421 0.000169945230086 +TGAAGA 2.28569861235e-06 0.000656006199038 +AATATT 0.000253712545971 0.000831234700527 +GTTCGA 0.000111999232005 7.6607435324e-05 +CAACCT 0.000187427286213 0.000204286494197 +TGGCCG 6.17138625335e-05 8.541288766e-05 +GGCACG 0.000139427615353 6.5160347287e-05 +GGAGGA 0.00104913566307 0.000532729866333 +GGCACA 0.00042742564051 0.000218375217935 +GACAAT 0.000477711009982 0.000251835936812 +GGCACC 0.000372568873813 9.06961590617e-05 +CAACCG 8.91422458817e-05 8.27712519592e-05 +ACGACC 5.02853694718e-05 6.5160347287e-05 +AATATG 0.000303997915443 0.000457002976243 +CAACCC 0.000121142026455 0.000156737051582 +TTAGGA 0.000143999012578 0.000216614127468 +AATATC 0.000221712765398 0.000344293186341 +GACAAA 0.000948564924126 0.00046845006428 +GGCACT 0.000372568873813 0.00012944014934 +GACAAC 0.000783994624037 0.000267685751017 +ACGACA 5.02853694718e-05 0.00012944014934 +GACAAG 0.000934850732452 0.000227180670271 +TGGCCC 8.91422458817e-05 0.000113590335136 +GCAATC 0.000173713094539 0.000159378687283 +GCAATA 0.000107427834781 0.000220136308402 +GAATTT 0.000205712875112 0.000457883521476 +TTGAAC 0.000226284162623 0.000316996284099 +CGATGG 6.62852597582e-05 0.000100382156631 +GTTCCC 0.000249141148746 0.000130320694574 +CGATGC 5.02853694718e-05 8.98156138281e-05 +GTAAAT 0.00015542750564 0.000499269147456 +CGATGA 2.28569861235e-06 0.000136484511209 +GAATTA 0.000148570409803 0.000327562826902 +GAATTC 0.000230855559848 0.00018051177289 +GAATTG 0.000173713094539 0.000238627758308 +GTAAAC 0.000223998464011 0.000340771005407 +CGATGT 6.17138625335e-05 9.6859975697e-05 +GTAAAA 0.000212569970949 0.000631350932497 +GTAAAG 0.000301712216831 0.000277371748587 +TCCCAG 0.000329140600179 0.000235105577374 +GGATTT 0.000356568983527 0.000390962083722 +GTGCGT 0.000214855669561 0.000156737051582 +ACGCCG 0.000123427725067 6.0757621119e-05 +GGATTC 0.000313140709892 0.000178750682423 +GGATTA 7.99994514323e-05 0.00022453903457 +GGATTG 0.000185141587601 0.000206928129898 +AGCGGC 0.000303997915443 0.00014881214448 +ACGCCA 0.000127999122292 0.0001074265185 +AAAGCC 0.000719995062891 0.000307310286529 +TCTGTG 0.000706280871217 0.00051247732596 +CTATCC 8.22851500447e-05 7.92490710248e-05 +GTCCCG 0.000169141697314 9.06961590617e-05 +TACAAT 0.000326854901566 0.000339890460173 +AACCGG 0.000157713204252 7.39657996231e-05 +CTCCTT 0.000130284820904 0.000255358117747 +GGCGGA 0.000203427176499 0.000100382156631 +AACCGC 0.000303997915443 9.24572495289e-05 +AACCGA 0.000173713094539 0.000111829244668 +GTGGGA 0.000443425530796 0.000163781413451 +TACCCA 0.000239998354297 0.00011711251607 +TCTGTT 0.00031085501128 0.000510716235493 +AAAGCG 0.000262855340421 0.000190197770459 +CTCCTG 0.000653709803133 0.00036366518148 +AACCGT 0.00015542750564 0.000106545973267 +CTCCTA 7.771375282e-05 0.000114470880369 +CTCCTC 0.000367997476589 0.000420020076431 +GGCGGT 0.000178284491763 7.74879805576e-05 +AACAAG 0.000781708925425 0.000367187362415 +CCCACG 0.000105142136168 6.60408925206e-05 +AACAAC 0.000941707828289 0.000507194054559 +AACAAA 0.000799994514323 0.000912244862019 +TACTTC 0.000470853914145 0.000195481041861 +AGCCTT 0.000210284272336 0.000206047584664 +CCGATT 5.48567666965e-05 8.71739781273e-05 +CCCACT 0.000306283614055 0.000238627758308 +AACAAT 0.000386283065488 0.000469330609513 +GACGCT 0.000319997805729 0.000168184139619 +AGCGGT 0.000127999122292 0.000105665428033 +CCGATA 3.42854791853e-05 4.4907806914e-05 +AGCCTG 0.000415997147448 0.000267685751017 +AGCCTA 8.68565472694e-05 0.000150573234947 +AGCCTC 0.000301712216831 0.000195481041861 +GTACCC 8.91422458817e-05 4.75494426149e-05 +CTCCCG 0.000100570738944 7.92490710248e-05 +TAGGCT 0.0 0.000188436679992 +ACGAAT 4.5713972247e-05 9.6859975697e-05 +CGCCTT 9.37136431064e-05 6.5160347287e-05 +AGGCAT 8.4570848657e-05 0.000173467411021 +CAGAGT 0.000399997257162 0.000281774474755 +GCATCT 0.000335997696016 0.000264163570083 +CTCCCA 0.000150856108415 0.000184033953824 +ACGAAA 0.000102856437556 0.000125917968406 +CGCCTC 0.000130284820904 0.000118873606537 +AGGCAA 0.000137141916741 0.000219255763169 +CGCCTA 2.05712875112e-05 3.08190831763e-05 +AGGCAG 0.000313140709892 0.000251835936812 +CGCCTG 0.000237712655685 0.000124156877939 +ACGAAG 0.000111999232005 0.000127679058873 +CAGAGG 0.000591995940599 0.000353098638677 +GCATCC 0.000217141368173 0.000173467411021 +GCATCA 0.000255998244583 0.000302027015128 +CAGAGC 0.000617138625335 0.000418258985964 +CGGCCA 0.000111999232005 9.59794304633e-05 +CAGAGA 0.000642281310071 0.000528327140165 +CGGCAC 9.82850403312e-05 8.01296162584e-05 +CCTAGA 9.82850403312e-05 8.98156138281e-05 +CCTAGC 0.000105142136168 4.40272616804e-05 +TTTGCT 0.000521139283616 0.000520402233063 +TAGCTC 2.28569861235e-06 0.000132962330275 +TGCGGT 6.62852597582e-05 0.000101262701865 +CCTAGG 5.02853694718e-05 2.90579927091e-05 +TAAGCA 2.28569861235e-06 0.000228061215505 +GTCTAG 6.85709583706e-06 9.77405209306e-05 +TGCGGC 0.000141713313966 9.86210661642e-05 +TGCGGA 0.000114284930618 9.86210661642e-05 +CCTAGT 0.000100570738944 6.95630734551e-05 +TGCGGG 0.000100570738944 9.42183399961e-05 +TAAGCG 0.0 6.69214377543e-05 +TGAGTT 2.28569861235e-06 0.000350457002976 +TAGCTG 0.0 0.000235105577374 +ATCGCT 0.000383997366875 9.86210661642e-05 +TCTCGT 0.000109713533393 0.000113590335136 +ATCGCC 0.00041828284606 6.69214377543e-05 +TGAGTG 2.28569861235e-06 0.000330204462603 +ATCGCA 0.000210284272336 0.0001074265185 +TGAGTA 0.0 0.000208689220365 +ATCGCG 9.37136431064e-05 5.19521687829e-05 +TGAGTC 2.28569861235e-06 0.000230702851205 +AAGGTG 0.000820565801835 0.000262402479615 +ACGGCT 0.000226284162623 9.95016113978e-05 +CATCAT 0.000201141477887 0.000611098392124 +AAGGTA 0.000139427615353 0.000204286494197 +TTTATT 0.000262855340421 0.0015955479633 +ACGGCA 0.000164570300089 0.000112709789902 +CATCAC 0.000226284162623 0.000357501364845 +ACGGCC 0.000153141807028 8.1010161492e-05 +CATCAA 0.000150856108415 0.000389200993255 +CATCAG 0.000354283284915 0.000410334078862 +ACGGCG 9.82850403312e-05 7.6607435324e-05 +TCACCT 0.000214855669561 0.000294982653259 +TCTAAG 0.000185141587601 0.000104784882799 +TCGTTT 9.82850403312e-05 0.000183153408591 +CGGAAT 6.39995611459e-05 6.42798020534e-05 +CTCATG 0.000546281968352 0.000240388848775 +TCACCG 0.000127999122292 0.000103023792332 +TCACCA 0.000207998573724 0.000327562826902 +TCACCC 0.00019428438205 0.000182272863357 +CGGAAG 0.000175998793151 9.15767042953e-05 +AATATA 0.000127999122292 0.000582920944649 +CGGCCT 0.000127999122292 9.6859975697e-05 +CGGAAC 7.771375282e-05 3.87439902788e-05 +CGGAAA 0.000214855669561 0.000128559604107 +TAGCTT 0.0 0.000189317225226 +ATGGCG 0.000354283284915 0.000134723420742 +TGTGTA 0.000111999232005 0.000427944983534 +ATGGCC 0.000623995721172 0.000157617596816 +ATGGCA 0.000548567666965 0.000286177200923 +TCCAAT 0.000260569641808 0.000200764313263 +ATGGCT 0.000687995282318 0.000254477572513 +TGTGTT 0.000235426957072 0.000792490710248 +TTGTCG 7.99994514323e-05 0.000102143247099 +GAACAT 0.000226284162623 0.000388320448021 +AGATTA 6.39995611459e-05 0.000324921191202 +AGATTC 0.000157713204252 0.000258880298681 +GAAACA 0.000390854462712 0.000582920944649 +AGATTG 0.000105142136168 0.000308190831763 +CTGAGT 0.000381711668263 0.000240388848775 +GAAACT 0.00034971188769 0.000350457002976 +AGAATG 0.000249141148746 0.000365426271948 +AGAATA 0.000143999012578 0.000337248824472 +AGAATC 0.000198855779275 0.000221897398869 +CTGAGC 0.000610281529498 0.00033196555307 +CTGAGA 0.000411425750223 0.000386559357554 +CTGAGG 0.000525710680841 0.000343412641107 +CATACC 6.17138625335e-05 0.000125037423172 +CATACA 8.68565472694e-05 0.000399767536058 +CATACG 3.42854791853e-05 7.30852543895e-05 +TCAAAT 0.000212569970949 0.000525685504464 +GTCCAT 0.000121142026455 0.0002122114013 +ACATAG 6.85709583706e-06 0.000106545973267 +CATACT 5.94281639212e-05 0.00018051177289 +GTCCAG 0.000459425421083 0.000272969022419 +TCAAAG 0.000313140709892 0.000404170262226 +CACGAG 0.000326854901566 0.000131201239808 +GTCCAC 0.000219427066786 0.000194600496628 +GCAATG 0.000290283723769 0.00024391102971 +CGGCGG 0.00011657062923 7.74879805576e-05 +TTGATG 0.000221712765398 0.000432347709702 +CTCATT 0.000429711339122 0.000425303347833 +CGGCGC 7.99994514323e-05 7.30852543895e-05 +TTGATC 0.000180570190376 0.00022453903457 +CGGCGA 6.85709583706e-05 5.6354894951e-05 +TCCAAG 0.000443425530796 0.000147931599246 +CTATCT 7.99994514323e-05 0.000171706320554 +TTGATT 0.000185141587601 0.000540654773436 +CGGCGT 9.14279444941e-05 7.04436186887e-05 +TATAAG 0.00023314125846 0.000181392318123 +TGACTT 6.85709583706e-06 0.000396245355124 +TCACAG 0.000381711668263 0.000415617350263 +CGGTTA 5.94281639212e-05 8.27712519592e-05 +GGTTTA 0.000166855998702 0.000269446841484 +CGGTTC 7.771375282e-05 7.04436186887e-05 +GCTGTT 0.00046628251692 0.000475494426149 +TTTACA 0.000187427286213 0.000774879805576 +CGGTTG 4.79996708594e-05 8.1010161492e-05 +GGTTTG 0.000370283175201 0.000318757374566 +TATAAA 0.000324569202954 0.000668333832309 +CGTACG 1.14284930618e-05 2.11330856066e-05 +GCTGTG 0.000969136211637 0.000420900621665 +GCTGTC 0.000365711777976 0.000285296655689 +CGGTTT 0.000123427725067 0.000138245601677 +GCTGTA 0.000326854901566 0.000336368279239 +GGGAGG 0.000105142136168 0.000228941760738 +TCATAG 1.14284930618e-05 0.00018051177289 +TATGCG 7.54280542076e-05 6.86825282215e-05 +TCTCAA 0.000258283943196 0.000283535565222 +AGGTTG 0.000100570738944 0.00018051177289 +GCATTT 0.000265141039033 0.000614620573059 +AGGTTC 0.000118856327842 0.000124156877939 +AGGTTA 5.48567666965e-05 0.000177870137189 +ACTCCT 0.000367997476589 0.000223658489337 +TTTTTC 0.000306283614055 0.000870859236039 +GAGGGC 0.000653709803133 0.000195481041861 +TTTTTA 0.000102856437556 0.00143528873078 +TCCTCT 0.000406854352999 0.000405931352694 +TTTTGT 0.000148570409803 0.000998538294912 +GAGGGG 0.00031085501128 0.000194600496628 +TTAAAT 0.000185141587601 0.000975644118838 +AGGTTT 0.000239998354297 0.00033196555307 +ACATAT 0.000185141587601 0.000380395540919 +TTAAAC 0.000153141807028 0.000528327140165 +TTAAAA 0.000217141368173 0.00132874275752 +ACTCCG 0.000109713533393 7.83685257912e-05 +TTAAAG 0.000244569751522 0.000670094922776 +ACTCCA 0.00037942596965 0.000309071376997 +TTTTTT 0.000221712765398 0.00264779951746 +ACTCCC 0.000141713313966 0.000133842875509 +CTGTAA 3.19997805729e-05 0.000482538788018 +GTCACG 0.000207998573724 0.000103023792332 +CTGTAC 0.000484568105819 0.000228061215505 +GCAACT 0.000169141697314 0.000169945230086 +GCAATT 0.000123427725067 0.000242149939242 +CTGTAG 2.97140819606e-05 0.000257999753447 +GTCACA 0.000386283065488 0.000300265924661 +GCAACG 6.85709583706e-05 8.541288766e-05 +GTCACT 0.000370283175201 0.000243030484476 +TAGGCG 0.0 3.96245355124e-05 +GCAACC 0.000166855998702 0.000121515242238 +CTGTAT 0.0003885687641 0.000331085007837 +GCAACA 0.000297140819606 0.000300265924661 +TAGGCC 2.28569861235e-06 8.98156138281e-05 +TGGTTC 0.000235426957072 0.000199003222796 +ATTCAT 0.00027199813487 0.000529207685399 +TCCCAC 0.000157713204252 0.00024655266541 +GCGATT 9.37136431064e-05 0.000122395787472 +TCGTGT 7.08566569829e-05 0.000109187608967 +TGAATT 0.0 0.000539774228202 +GTCTCT 0.000255998244583 0.000276491203353 +TCCGTG 0.000109713533393 8.45323424264e-05 +ATTCAG 0.000591995940599 0.000402409171759 +ATTCAA 0.000246855450134 0.000417378440731 +ATTCAC 0.000297140819606 0.000394484264657 +GTCTCC 0.000313140709892 0.000190197770459 +GTCTCA 0.000150856108415 0.000191078315693 +GCGATG 0.000182855888988 9.77405209306e-05 +GTCTCG 8.91422458817e-05 8.18907067256e-05 +GCGATA 4.34282736347e-05 7.30852543895e-05 +TCGTGC 3.885687641e-05 8.1010161492e-05 +GCGATC 7.08566569829e-05 7.30852543895e-05 +CGATTG 7.99994514323e-05 7.6607435324e-05 +TCTACA 0.000207998573724 0.000301146469894 +GAAGGA 0.000756566240689 0.000346054276808 +CGATTC 0.000130284820904 0.000109187608967 +CGATTA 4.11425750223e-05 0.000115351425603 +CAATCT 9.37136431064e-05 0.000214853037001 +GGAACA 0.000342854791853 0.00024655266541 +GGAACG 0.000139427615353 8.541288766e-05 +TGACGA 0.0 0.000162020322984 +TACTGC 0.000326854901566 0.000205167039431 +CGATTT 8.22851500447e-05 0.000152334325414 +GAAGGT 0.000395425859937 0.000235105577374 +CTCGCT 0.000189712984825 0.000146170508779 +CAATCG 3.42854791853e-05 6.33992568198e-05 +CAATCA 0.000130284820904 0.000368948452882 +CAATCC 0.000105142136168 0.000200764313263 +TCCTGA 3.19997805729e-05 0.000357501364845 +AGTCCA 0.000299426518218 0.000259760843915 +TCCTGC 0.000258283943196 0.000349576457743 +AGTCCC 0.000205712875112 0.000137365056443 +ACTAAA 0.000399997257162 0.000411214624095 +TCCTGG 0.00027199813487 0.000249194301111 +ACTAAC 0.000162284601477 0.000168184139619 +TAACGC 2.28569861235e-06 8.18907067256e-05 +CAGCTG 0.00151084678276 0.000570593311378 +CAGCTA 0.00023314125846 0.000205167039431 +CAGCTC 0.000708566569829 0.000399767536058 +ACTAAT 0.000143999012578 0.000263283024849 +AGTCCT 0.000367997476589 0.000175228501488 +TCCTGT 0.000269712436258 0.000328443372136 +TAATGT 0.0 0.000526566049698 +CAGCTT 0.000498282297493 0.000371590088583 +GGTTAG 2.28569861235e-06 0.000122395787472 +TAACGT 2.28569861235e-06 0.000141767782611 +ACGGAC 0.000219427066786 9.77405209306e-05 +GTACTT 9.37136431064e-05 0.00017082577532 +CGACAT 5.94281639212e-05 9.77405209306e-05 +TTGTTC 0.000148570409803 0.000362784636247 +CCGAGG 5.94281639212e-05 8.36517971928e-05 +CCGAGA 5.48567666965e-05 0.00011711251607 +ACGGAA 7.54280542076e-05 8.89350685945e-05 +CCGAGC 0.000114284930618 0.000114470880369 +CCGCGT 4.34282736347e-05 4.66688973813e-05 +CGACAC 0.000150856108415 8.36517971928e-05 +CGACAA 7.54280542076e-05 0.000109187608967 +CGACAG 0.000210284272336 0.000125037423172 +GTACTA 2.97140819606e-05 8.45323424264e-05 +CCGCGC 6.39995611459e-05 6.78019829879e-05 +ACGGAG 0.000372568873813 0.000120634697004 +CCGCGA 3.42854791853e-05 4.4907806914e-05 +TACGCA 0.000130284820904 6.25187115862e-05 +CCGCGG 7.08566569829e-05 5.6354894951e-05 +TTGTTT 0.00019428438205 0.0011579169822 +GCATAT 0.000189712984825 0.000267685751017 +TCCGTT 8.68565472694e-05 0.000114470880369 +AGGAAC 0.0003885687641 0.000221897398869 +AATAAC 0.000297140819606 0.000417378440731 +AATAAA 0.000459425421083 0.00135515911452 +AATAAG 0.000409140051611 0.000378634450452 +TACTAA 1.37141916741e-05 0.000203405948964 +TGGAAG 0.000404568654386 0.000303788105595 +AATAAT 0.00027199813487 0.000773999260342 +ACGGTG 0.000324569202954 0.000124156877939 +CCAACC 0.000173713094539 0.000169945230086 +CCAACA 0.000317712107117 0.000309071376997 +TTATGC 6.39995611459e-05 0.000269446841484 +CCAACG 5.94281639212e-05 7.04436186887e-05 +GGGATT 0.000242284052909 0.000183153408591 +CGCCGC 0.000169141697314 0.000108307063734 +AGTAAA 0.000436568434959 0.00052216332353 +CGCCGA 3.885687641e-05 6.42798020534e-05 +AGTAAC 0.000221712765398 0.000155856506349 +CGCCGG 7.771375282e-05 7.6607435324e-05 +GAGTAA 3.65711777976e-05 0.000198122677562 +AGTAAG 0.000207998573724 0.000182272863357 +CTCAGG 0.000258283943196 0.000179631227656 +CTCAGC 0.000575996050313 0.000303788105595 +CCAACT 0.000159998902865 0.000183153408591 +GAGTAT 0.000413711448836 0.000144409418312 +GCTTCA 0.000292569422381 0.000354859729144 +GTGTAG 1.14284930618e-05 0.000199883768029 +TCGAGC 7.54280542076e-05 8.18907067256e-05 +AGTAAT 0.000228569861235 0.000338129369706 +GTGTAC 0.000347426189078 0.000133842875509 +CGCCGT 8.91422458817e-05 5.28327140165e-05 +GTGGCA 0.000431997037735 0.000182272863357 +CATATT 0.000123427725067 0.000434108800169 +CTCGGA 0.000162284601477 9.06961590617e-05 +CTCGGC 0.000246855450134 9.24572495289e-05 +GCCGCC 0.000292569422381 9.6859975697e-05 +GCCGCA 0.00015542750564 0.000114470880369 +GCCGCG 9.82850403312e-05 6.5160347287e-05 +TATTGA 1.14284930618e-05 0.000339009914939 +ACACTT 0.000214855669561 0.000416497895497 +CATATG 0.000127999122292 0.000282655019988 +TCGCTC 0.000171427395926 0.000128559604107 +CATATC 0.000121142026455 0.000199003222796 +CATATA 5.71424653088e-05 0.000270327386718 +GTCAGC 0.000397711558549 0.000226300125037 +TACTAC 0.000363426079364 0.000152334325414 +ACACTC 0.000297140819606 0.000343412641107 +ACACTA 0.000146284711191 0.000282655019988 +ACACTG 0.000518853585004 0.000539774228202 +GCCGCT 0.000258283943196 0.000135603965976 +ACCGGA 0.000219427066786 8.62934328936e-05 +AAATAA 5.02853694718e-05 0.00133842875509 +ACCGGC 0.000219427066786 8.36517971928e-05 +AAATAC 0.000489139503043 0.00044643643344 +CTTTAA 2.28569861235e-05 0.000656886744272 +ACCGGG 0.000121142026455 5.72354401846e-05 +AAATAG 2.74283833482e-05 0.000382156631386 +AACTTA 6.62852597582e-05 0.000303788105595 +CAGGTA 0.000118856327842 0.00016113977775 +AACTTC 0.00069028098093 0.000254477572513 +CAGGTC 0.000338283394628 0.000201644858496 +CACGAC 0.000178284491763 7.83685257912e-05 +CACGAA 0.000107427834781 9.06961590617e-05 +CAGGTG 0.000934850732452 0.000285296655689 +CTTTAT 0.000207998573724 0.000515999506895 +AATCCC 0.000219427066786 0.000187556134759 +AATCCA 0.000299426518218 0.000340771005407 +AAATAT 0.000395425859937 0.000987091206875 +AATCCG 8.91422458817e-05 9.59794304633e-05 +CACGAT 9.14279444941e-05 0.000103904337566 +CAGGTT 0.000347426189078 0.000257999753447 +AACTTT 0.000441139832184 0.00048077769755 +TCTGTC 0.000340569093241 0.000411214624095 +GGGATA 9.82850403312e-05 0.000117993061304 +GGGATC 0.000221712765398 0.000115351425603 +GGGTGT 7.771375282e-05 0.000174347956255 +GGAGAT 0.000822851500447 0.000293221562792 +GATGCT 0.000715423665666 0.00029762428896 +CGCAGT 0.000230855559848 0.000103023792332 +GAGTCG 0.000196570080662 7.22047091559e-05 +GAGCCT 0.000518853585004 0.00015849814205 +GGAGAC 0.000886851061593 0.000209569765599 +GGCGGC 0.000237712655685 7.74879805576e-05 +GGAGAA 0.000905136650492 0.000390962083722 +GGGTGC 4.79996708594e-05 9.33377947625e-05 +GGAGAG 0.00124799144234 0.000366306817181 +TGGAAC 0.000274283833482 0.000217494672701 +GGGTGG 4.5713972247e-05 0.000162020322984 +GAGCCA 0.000390854462712 0.000249194301111 +CGCAGG 0.000201141477887 9.77405209306e-05 +GATGCG 0.000235426957072 0.000111829244668 +CGCAGA 0.000269712436258 0.000176989591955 +GATGCA 0.000564567557251 0.000315235193632 +CGCAGC 0.000297140819606 0.00017082577532 +GATGCC 0.000623995721172 0.000169064684853 +CGGATT 0.000102856437556 8.62934328936e-05 +GGTAGT 8.22851500447e-05 9.95016113978e-05 +ACCCCT 0.000265141039033 0.000144409418312 +GCCAAT 0.000454854023858 0.000191078315693 +GGCGGG 0.000118856327842 8.89350685945e-05 +AGAAGT 0.000146284711191 0.00027561065812 +ACCCCA 0.000201141477887 0.000169945230086 +GGTAGA 9.59993417188e-05 9.42183399961e-05 +ACCCCC 0.000130284820904 0.000102143247099 +CGGATG 0.000182855888988 0.000125037423172 +GCCAAG 0.000802280212936 0.000136484511209 +CGGATA 8.68565472694e-05 6.78019829879e-05 +ACCCCG 0.000118856327842 6.86825282215e-05 +CGGATC 0.000137141916741 0.000102143247099 +AGAAGA 0.000297140819606 0.000578518218481 +AGAAGC 0.000189712984825 0.000303788105595 +GCAAGA 0.000180570190376 0.000233344486906 +AGAAGG 0.000201141477887 0.00030995192223 +CACTCC 0.000205712875112 0.000254477572513 +CACTCA 0.000159998902865 0.000332846098304 +CACTCG 0.000137141916741 0.000110948699435 +TGCGTT 6.39995611459e-05 0.000188436679992 +TCAGCT 0.00034971188769 0.000399767536058 +AGCTTT 0.000315426408505 0.000412975714562 +CCCCGG 4.11425750223e-05 4.4907806914e-05 +TGCGTA 3.885687641e-05 8.98156138281e-05 +CCCCGC 8.91422458817e-05 8.18907067256e-05 +CACTCT 0.000249141148746 0.00027561065812 +AGCTTC 0.000420568544673 0.000245672120177 +AGCTTA 6.39995611459e-05 0.000203405948964 +AGCTTG 0.000198855779275 0.000241269394009 +TTAGCT 0.000102856437556 0.000254477572513 +TTAGCC 0.000123427725067 0.000156737051582 +GCACTG 0.000523424982229 0.000316115738866 +TTAGCA 0.000143999012578 0.000262402479615 +GACCAT 0.000239998354297 0.000149692689713 +TTAGCG 3.42854791853e-05 8.98156138281e-05 +TACCGG 0.000139427615353 5.37132592501e-05 +TCATAT 0.000143999012578 0.000332846098304 +ATAGGT 6.62852597582e-05 0.000106545973267 +ATAAGG 4.79996708594e-05 0.000169064684853 +TGTGCT 0.000319997805729 0.000408572988394 +AAGGGC 0.00042742564051 0.000176109046722 +ATAAGC 0.000114284930618 0.00018051177289 +AAGGGA 0.00042742564051 0.000239508303542 +ATAAGA 9.37136431064e-05 0.000276491203353 +CCAGAC 0.000589710241987 0.000264163570083 +TCTGTA 0.000180570190376 0.000355740274378 +CCAGAA 0.000591995940599 0.000361904091013 +CCAGAG 0.000941707828289 0.000315235193632 +GCAAGT 0.000148570409803 0.000196361587095 +TGTGCG 0.000125713423679 0.00020252540373 +ATAAGT 6.85709583706e-05 0.00023422503214 +ATAGGG 4.5713972247e-05 9.33377947625e-05 +TGTGCC 0.000292569422381 0.000181392318123 +ATAGGA 0.000132570519516 0.000127679058873 +TGTGCA 0.000217141368173 0.000433228254935 +ATAGGC 7.54280542076e-05 0.000106545973267 +GCTCGC 0.000171427395926 0.00011711251607 +TAAGTT 2.28569861235e-06 0.000306429741296 +TTTGCG 0.000150856108415 0.000102143247099 +CCAGAT 0.000516567886392 0.000240388848775 +AGACAA 0.000265141039033 0.000410334078862 +GACGCA 0.000235426957072 0.000163781413451 +AGACAC 0.000251426847359 0.000352218093443 +TCCATT 0.000319997805729 0.000316115738866 +AGACAG 0.000571424653088 0.000381276086153 +GCTTTT 0.000372568873813 0.000574115492313 +TTTTCT 0.000242284052909 0.000924572495289 +CGCTGT 0.000290283723769 0.000213972491767 +GACGCC 0.000342854791853 0.000110948699435 +TCAAGA 0.00011657062923 0.000315235193632 +CGTGGG 8.4570848657e-05 6.5160347287e-05 +CTATAG 9.14279444941e-06 0.000155856506349 +AGACAT 0.000191998683438 0.000348695912509 +CGTGGA 0.000205712875112 0.000115351425603 +TTTTCG 7.54280542076e-05 0.000145289963545 +CCCACA 0.000399997257162 0.000222777944103 +CGCTGC 0.000303997915443 0.000213972491767 +TTTTCC 0.000196570080662 0.0005318493211 +TTTTCA 0.000205712875112 0.000830354155293 +CGCTGG 0.000290283723769 0.000153214870648 +TATGGA 0.000402282955774 0.000236866667841 +TATGGC 0.000292569422381 0.000156737051582 +CGTAGG 3.19997805729e-05 3.96245355124e-05 +CCCACC 0.000354283284915 0.000125037423172 +TATGGG 0.000175998793151 0.000153214870648 +CGTAGC 4.11425750223e-05 5.37132592501e-05 +TACCGT 0.000137141916741 6.33992568198e-05 +TGGACT 0.00019428438205 0.00033196555307 +CGTAGT 5.02853694718e-05 5.81159854182e-05 +GCTCGA 0.000210284272336 9.77405209306e-05 +TATGGT 0.000207998573724 0.000167303594386 +TGGACA 0.000210284272336 0.000330204462603 +TGGACC 0.00019428438205 0.000127679058873 +TGGACG 0.000134856218129 0.000163781413451 +CCGGTT 0.000123427725067 8.1010161492e-05 +GACCAA 0.00027199813487 0.000203405948964 +GCTTGA 2.05712875112e-05 0.000226300125037 +TGAGAC 0.0 0.000238627758308 +GCTTGC 9.82850403312e-05 0.000149692689713 +TGAGAA 4.5713972247e-06 0.00038303717662 +TGAGAG 6.85709583706e-06 0.000394484264657 +GCTTGG 0.000118856327842 0.000165542503918 +CCTGTT 0.000425139941898 0.000325801736435 +CCGGTG 0.000315426408505 9.06961590617e-05 +CCGGTC 0.000127999122292 7.04436186887e-05 +CCGGTA 3.885687641e-05 4.75494426149e-05 +CCTGTC 0.000306283614055 0.000226300125037 +CCTGTA 0.000150856108415 0.000218375217935 +CCTGTG 0.000557710461414 0.00027825229382 +GCTTGT 0.000121142026455 0.000300265924661 +TGAGAT 4.5713972247e-06 0.000353098638677 +TCCGAA 9.59993417188e-05 9.42183399961e-05 +GGTTGT 0.000100570738944 0.000227180670271 +TCCTCA 0.000358854682139 0.000365426271948 +TATCAG 0.000452568325246 0.000300265924661 +TATTGC 7.54280542076e-05 0.000237747213074 +TAGCGT 0.0 6.25187115862e-05 +GGTTGG 0.000105142136168 0.000157617596816 +GGTTGA 1.37141916741e-05 0.000163781413451 +TTCACG 0.000146284711191 0.000128559604107 +GGTTGC 0.000109713533393 0.000123276332705 +GGAAAC 0.000605710132273 0.000360143000546 +TCCCGC 0.000191998683438 0.000104784882799 +GTAACG 3.885687641e-05 0.000102143247099 +CAGCGT 0.000217141368173 0.000150573234947 +GTAACC 0.000100570738944 0.000125037423172 +CGTTTT 0.000105142136168 0.00028793829139 +ATTCTC 0.000249141148746 0.000277371748587 +ATTCTA 0.000130284820904 0.000184914499058 +ATTCTG 0.00062171002256 0.000420020076431 +TCATTT 0.00023314125846 0.000803937798285 +CAGCGA 0.000187427286213 0.000157617596816 +CAGCGC 0.000345140490465 0.00027825229382 +TGCTAG 2.28569861235e-06 0.000128559604107 +CAGCGG 0.000294855120993 0.000203405948964 +CCTTGT 9.59993417188e-05 0.000184914499058 +TCATTC 0.000178284491763 0.000356620819612 +CGTTTG 0.000162284601477 0.000206928129898 +CGTTTA 5.71424653088e-05 0.000181392318123 +ATTCTT 0.000228569861235 0.000327562826902 +CGTTTC 0.000164570300089 0.000174347956255 +TGGCAA 9.37136431064e-05 0.00022453903457 +CCGATC 0.00011657062923 5.54743497173e-05 +TGGCAG 0.000356568983527 0.000290579927091 +GCTGAG 0.000959993417188 0.000343412641107 +GCTGAA 0.000825137199059 0.000537132592501 +GCTGAC 0.000537139173903 0.000255358117747 +TGGCAT 0.000150856108415 0.000251835936812 +GCTGAT 0.000644567008683 0.000358381910079 +CCGATG 0.000141713313966 8.18907067256e-05 +GGCCGC 0.000242284052909 8.45323424264e-05 +GAACTT 0.000313140709892 0.000200764313263 +GGCCGA 0.000191998683438 7.83685257912e-05 +GGCAAT 0.000276569532095 0.000143528873078 +CTGATT 0.000452568325246 0.00041473680503 +CCATCG 9.37136431064e-05 7.74879805576e-05 +CTAAAT 0.000150856108415 0.00035133754821 +CCATCC 0.000239998354297 0.000156737051582 +CCATCA 0.000297140819606 0.000350457002976 +CTGATC 0.000642281310071 0.000277371748587 +CTGATA 0.000178284491763 0.000268566296251 +GAGTTT 0.00103313577278 0.00040505080746 +CTGATG 0.000847994185183 0.000474613880915 +GGCAAA 0.000635424214234 0.000272969022419 +CTAAAG 0.000306283614055 0.000281774474755 +CCATCT 0.000335997696016 0.000282655019988 +CTAAAC 0.000201141477887 0.000288818836624 +CTAAAA 0.00023314125846 0.000513357871194 +GACACC 0.00062171002256 0.000143528873078 +GACACA 0.000596567337824 0.000402409171759 +GACACG 0.000292569422381 0.000108307063734 +GCGCCT 0.000100570738944 8.18907067256e-05 +TTCACC 0.000642281310071 0.000294982653259 +TAGCGA 0.0 5.54743497173e-05 +TACGAG 0.000413711448836 5.72354401846e-05 +TACGAC 0.00034971188769 4.57883521476e-05 +GACACT 0.000594281639212 0.000236866667841 +GGCGAT 0.000148570409803 7.57268900903e-05 +TGTTAC 0.000153141807028 0.000238627758308 +ACGCTG 0.000356568983527 0.000181392318123 +ACGCTA 6.17138625335e-05 6.86825282215e-05 +ACGCTC 0.000201141477887 0.000112709789902 +TCGATG 0.000105142136168 0.000100382156631 +TCGAGG 3.885687641e-05 7.48463448567e-05 +TCGATC 6.85709583706e-05 5.6354894951e-05 +ACGCTT 0.000107427834781 0.000149692689713 +TCTGGG 0.000212569970949 0.00025623866298 +GCATTG 0.000169141697314 0.000221897398869 +GAACTG 0.000692566679543 0.000315235193632 +TCGATT 6.39995611459e-05 0.000104784882799 +TCGGCA 0.000105142136168 6.16381663526e-05 +AGGCAC 0.000105142136168 0.000147931599246 +TTTTGA 9.14279444941e-06 0.00076871598894 +AACCAA 0.000265141039033 0.000305549196062 +TGCCGG 0.000109713533393 7.92490710248e-05 +AACCAC 0.000397711558549 0.000262402479615 +ACGAAC 7.771375282e-05 8.541288766e-05 +AACCAG 0.000733709254565 0.000289699381857 +TGCCGA 5.25710680841e-05 8.45323424264e-05 +TTGGAC 0.000395425859937 0.000241269394009 +TCTGGA 0.000585138844762 0.000469330609513 +GAGTTC 0.000790851719874 0.000177870137189 +TGCCGT 7.771375282e-05 0.000112709789902 +AACCAT 0.000242284052909 0.000250074846345 +AACAGA 0.000436568434959 0.00059789021362 +ACGTCG 3.65711777976e-05 4.75494426149e-05 +AACAGC 0.00081599440461 0.000442914252505 +ACGTCC 0.000139427615353 0.000110068154201 +AACAGG 0.000303997915443 0.000293221562792 +ACGTCA 0.000105142136168 0.000184033953824 +CCCAAG 0.000395425859937 0.000104784882799 +GTCCCT 0.000164570300089 0.000120634697004 +GACGAA 0.000262855340421 0.000124156877939 +CCCAAC 0.000486853804431 0.000147051054013 +CCCAAA 0.000795423117099 0.000290579927091 +ACGTCT 0.000164570300089 0.000171706320554 +GGGAGA 0.000148570409803 0.000184033953824 +AACAGT 0.000434282736347 0.000438511526337 +GGGAGC 0.000146284711191 0.000127679058873 +CCCAAT 0.000294855120993 0.00014881214448 +GACGAT 0.000377140271038 0.000147051054013 +GGGCGC 7.771375282e-05 6.25187115862e-05 +GGGCGA 7.771375282e-05 7.74879805576e-05 +GGGCGG 4.5713972247e-05 8.18907067256e-05 +TCTCTT 0.000287998025156 0.000423542257366 +TGGGGG 7.54280542076e-05 0.000167303594386 +GTACAG 0.000253712545971 0.000228061215505 +TCATAC 0.000153141807028 0.000208689220365 +CAGAAT 0.000516567886392 0.000447316978673 +ACGACT 7.31423555953e-05 9.42183399961e-05 +TCTCTC 0.00031085501128 0.000459644611944 +TCTCTA 0.000196570080662 0.000200764313263 +TCTCTG 0.000946279225514 0.000457883521476 +GGGCGT 3.885687641e-05 4.66688973813e-05 +CAGAAA 0.000969136211637 0.000739657996231 +CAGAAC 0.000797708815711 0.00033196555307 +ACGACG 5.02853694718e-05 6.33992568198e-05 +CAGAAG 0.00124113434651 0.000434108800169 +CACTTT 0.00023314125846 0.000573234947079 +CCTAAT 0.000164570300089 0.000145289963545 +GCATTC 0.000169141697314 0.000207808675132 +GTCATT 0.000511996489167 0.000381276086153 +TGCCCC 0.000109713533393 8.80545233609e-05 +CACTTG 0.000178284491763 0.00024391102971 +CCTAAC 0.000171427395926 9.42183399961e-05 +CCTAAA 0.000475425311369 0.000250074846345 +CACTTC 0.000354283284915 0.00029762428896 +CCTAAG 0.000125713423679 7.6607435324e-05 +CACTTA 7.08566569829e-05 0.000241269394009 +GTCCCA 0.000171427395926 0.000175228501488 +GTCCCC 0.000114284930618 0.000112709789902 +AAGATT 0.000628567118397 0.000412095169329 +ATCGAT 0.000347426189078 0.000103904337566 +GACTCG 0.000258283943196 0.0001074265185 +CTCATC 0.000754280542076 0.000324921191202 +GACTCC 0.00046628251692 0.000188436679992 +CTCATA 0.000189712984825 0.000213091946533 +GACTCA 0.000278855230707 0.000244791574943 +AAGATA 0.000187427286213 0.00029762428896 +AAGATC 0.00097142191025 0.000240388848775 +AAGATG 0.00092342223939 0.000438511526337 +GACTCT 0.00062171002256 0.000229822305972 +ATCGAG 0.000658281200357 8.1010161492e-05 +TTGAGA 0.000150856108415 0.00033196555307 +ATCGAA 0.000207998573724 9.6859975697e-05 +ATCGAC 0.000420568544673 7.30852543895e-05 +ATATTT 0.000219427066786 0.00102935737809 +ACGGTA 3.885687641e-05 7.57268900903e-05 +GGACTC 0.000297140819606 0.000173467411021 +ATAGTT 0.000134856218129 0.000299385379427 +CTACCA 0.000143999012578 0.000106545973267 +TACTGT 0.000258283943196 0.000349576457743 +ATATTC 0.000166855998702 0.000407692443161 +ATATTA 8.4570848657e-05 0.000530088230632 +ATATTG 8.91422458817e-05 0.000393603719423 +ATAGTA 5.94281639212e-05 0.000181392318123 +ATAGTC 0.000107427834781 0.000130320694574 +TACTGG 0.000258283943196 0.000185795044291 +ATAGTG 0.000217141368173 0.000159378687283 +GATCGA 0.000141713313966 5.19521687829e-05 +CAGGCA 0.000425139941898 0.000215733582234 +AGGAAG 0.000683423885093 0.000397125900358 +CATCCG 9.37136431064e-05 0.000103904337566 +AGGAAA 0.000580567447538 0.000574996037546 +CATCCA 0.000258283943196 0.000328443372136 +CAGGCG 0.000356568983527 0.000105665428033 +CATCCC 0.000182855888988 0.000194600496628 +TTATGA 1.59998902865e-05 0.000427944983534 +ATAGAA 0.000191998683438 0.000241269394009 +CGGAGT 7.99994514323e-05 8.71739781273e-05 +TTATGG 6.39995611459e-05 0.000249194301111 +CATCCT 0.000251426847359 0.000279132839054 +AGGAAT 0.000217141368173 0.00029762428896 +CAGGCT 0.000596567337824 0.000235986122607 +ACGGAT 0.000157713204252 0.000110948699435 +CGGAGA 0.000150856108415 0.000124156877939 +CGGAGC 0.000150856108415 0.000109187608967 +TTATGT 6.17138625335e-05 0.000460525157177 +CAGGCC 0.000685709583706 0.000194600496628 +CGGAGG 0.000127999122292 0.000132081785041 +ATGGAA 0.000477711009982 0.00036366518148 +ATGGAC 0.00092342223939 0.000236866667841 +ATGGAG 0.00152456097444 0.000401528626526 +CGCTTG 9.37136431064e-05 0.000103023792332 +CGCTTA 3.65711777976e-05 5.98770758854e-05 +CGCTTC 0.000447996928021 0.000134723420742 +TGAACA 9.14279444941e-06 0.000567071130444 +ATGGAT 0.000685709583706 0.000324921191202 +TTTGCA 0.000370283175201 0.000539774228202 +CGCTTT 0.000276569532095 0.000210450310832 +GCCGTG 0.000338283394628 0.000120634697004 +GATCGT 0.000132570519516 5.01910783157e-05 +TTTGCC 0.000459425421083 0.000296743743726 +TTGTGA 2.28569861235e-05 0.000401528626526 +GAAAAG 0.00085485128102 0.000466688973813 +GAAAAC 0.000850279883795 0.000571473856612 +ATAGAT 0.000201141477887 0.000225419579804 +GAAAAA 0.00069942377538 0.000825070883891 +GTTCCT 0.000445711229409 0.000233344486906 +TAAGTA 0.0 0.00022453903457 +TAGGGC 2.28569861235e-06 0.000109187608967 +ACGGTT 0.000148570409803 9.77405209306e-05 +GAAAAT 0.000555424762802 0.000568832220911 +ACAAGG 8.68565472694e-05 0.000205167039431 +ACAAGA 0.000143999012578 0.000364545726714 +ACAAGC 0.000180570190376 0.000267685751017 +ACACGT 0.000105142136168 0.000141767782611 +CTGCGT 0.000269712436258 0.000159378687283 +GACGTC 0.000303997915443 0.000181392318123 +GCGGAG 0.000461711119695 0.000132081785041 +CATAAG 0.000169141697314 0.000175228501488 +GCGGAA 0.000150856108415 9.24572495289e-05 +CATAAA 0.000201141477887 0.000530968775866 +GCCAAC 0.000596567337824 0.000143528873078 +CATAAC 0.000127999122292 0.000228941760738 +ACACGC 0.000150856108415 0.000162900868218 +ACAAGT 0.000150856108415 0.000272088477185 +ACACGA 0.000130284820904 0.000138245601677 +ACACGG 9.59993417188e-05 0.000115351425603 +CATAAT 0.000121142026455 0.000370709543349 +GCGGAT 0.00019428438205 0.000103023792332 +GCACAT 0.000185141587601 0.000316115738866 +CTGCGG 0.000381711668263 0.000169064684853 +CTGCGA 0.00019428438205 0.000104784882799 +CTGCGC 0.000484568105819 0.000153214870648 +CGGCAA 7.31423555953e-05 7.39657996231e-05 +ACCGGT 0.000118856327842 6.33992568198e-05 +CGGCAG 0.000297140819606 0.000106545973267 +GACGCG 0.000159998902865 7.13241639223e-05 +CCTCCT 0.0007771375282 0.000367187362415 +TGTTGA 9.14279444941e-06 0.000535371502034 +CGGCAT 0.000107427834781 7.57268900903e-05 +CCTCCC 0.000219427066786 0.00015849814205 +CCTCCA 0.00073828065179 0.000338129369706 +CACGCC 0.000173713094539 9.6859975697e-05 +CCTCCG 0.000269712436258 0.000132962330275 diff --git a/bin/cpat_model/zebrafish_cutoff.txt b/bin/cpat_model/zebrafish_cutoff.txt new file mode 100755 index 0000000..40b6161 --- /dev/null +++ b/bin/cpat_model/zebrafish_cutoff.txt @@ -0,0 +1,2 @@ +Coding Probability Cutoff: 0.381 +Achieved Sensitivity and Specificity: 0.984 diff --git a/bin/scrape_software_versions.py b/bin/scrape_software_versions.py index 3068ad8..2f5fd13 100644 --- a/bin/scrape_software_versions.py +++ b/bin/scrape_software_versions.py @@ -13,7 +13,8 @@ results['nf-core/lncpipe'] = 'N/A' results['Nextflow'] = 'N/A' results['FastQC'] = 'N/A' -results['MultiQC'] = 'N/A' +results['fastp'] = 'N/A' + # Search each file using its regex for k, v in regexes.items(): diff --git a/conf/awsbatch.config b/conf/awsbatch.config index 79078c7..8179442 100644 --- a/conf/awsbatch.config +++ b/conf/awsbatch.config @@ -1,6 +1,6 @@ /* * ------------------------------------------------- - * Nextflow config file for AWS Batch + * Nextflow config file for AWS Batch [not used for lncpipe] * ------------------------------------------------- * Imported under the 'awsbatch' Nextflow profile in nextflow.config * Uses docker for software depedencies automagically, so not specified here. diff --git a/conf/base.config b/conf/base.config index a77c3a7..5f28aca 100644 --- a/conf/base.config +++ b/conf/base.config @@ -157,7 +157,7 @@ process { errorStrategy = 'ignore' } } -} + params { // Defaults only, expecting to be overwritten diff --git a/conf/test.config b/conf/test.config index 1f2a1a6..6a16610 100644 --- a/conf/test.config +++ b/conf/test.config @@ -16,8 +16,8 @@ params { User setting options (mandatory) */ // input file and genome reference() - fastq_ext = 'Fastq/*_{1,2}.fq.gz' - fasta_ref = './Genome/chrX.fa' + reads = 'Fastq/*_{1,2}.fq.gz' + fasta = './Genome/chrX.fa' design = 'design.file' hisat2_index = "./Genome/hisat2Index/chrX" gencode_annotation_gtf = "Genome/gencode.v25.annotation.chrX.gtf" @@ -26,34 +26,12 @@ params { /* User setting options (optional) */ - // tools setting - hisat_strand = 'RF' - star_index = ''//set if star used - bowtie2_index = ''//set if tophat used - aligner = "hisat" // or "star","tophat" - sam_processor="sambamba"//or "samtools(deprecated)" - qctools ="fastp" // or "afterqc","fastp","fastqc" - detools = "edger"//or "deseq2","noiseq" not supported yet - quant = "kallisto"// or 'htseq' //other setting - singleEnd = false - unstrand = false - skip_combine = false - lncRep_Output = 'reporter.html' - lncRep_theme = 'npg' - lncRep_cdf_percent = 10 - lncRep_max_lnc_len = 10000 - lncRep_min_expressed_sample = 50 - mem=60 - cpu=30 - species="human" - known_coding_gtf="" - known_lncRNA_gtf="" /* -Don't modify +Don't modify when using docker image */ cpatpath ='/opt/CPAT-1.2.3' diff --git a/custom.config b/custom.config deleted file mode 100755 index 0bcf720..0000000 --- a/custom.config +++ /dev/null @@ -1,67 +0,0 @@ -manifest { - homePage = 'https//github.com/likelet/LncPipe' - description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'LncRNAanalysisPipe.nf' -} - -params { -/* - User settings (mandatory) -*/ - -// Input files and genome reference - -// fastq_ext = '*_{1,2}.fq.gz' - - fastq_ext = '*_pass_{1,2}.fastq.gz' - fasta_ref = '$HOME/kmorris/Group/ref/gencode/GRCh38.p10.genome.fa' - - //human gtf only - gencode_annotation_gtf = "$HOME/kmorris/Group/ref/gencode/gencode.v28.annotation.gtf" - lncipedia_gtf = "$HOME/kmorris/Group/ref/lncpedia/lncipedia_5_2_hc_hg38.gtf" // set "null" if you are going to perform analysis on other species - -// User setting options (optional) - - // tools setting - aligner = "hisat" // or "star","tophat" - hisat_strand = 'RF' - hisat2_index = '$HOME/kmorris/Group/ref/gencode/HISAT2Index/genome_snp_tran' - - // star_index = '' //set if STAR used - // bowtie2_index = ''//set if tophat used - sam_processor="sambamba"//or "samtools(deprecated)" - qctools ="fastp" // or "afterqc","fastp","fastqc","none" to skip qc step - detools = "edger"//or "deseq2" - quant = "kallisto"// or 'htseq' - //other settings - singleEnd = false - unstrand = true - skip_combine = false - lncRep_Output = 'reporter.html' - lncRep_theme = 'npg' - lncRep_cdf_percent = 10 - lncRep_max_lnc_len = 10000 - lncRep_min_expressed_sample = 50 - /* - for non-human setting - */ - species="human"// mouse , zebrafish, fly - known_coding_gtf="" - known_lncRNA_gtf="" - - -/* -Don't modify -*/ -cpatpath ='/opt/CPAT-1.2.3' - -} - - -// Singularity options - -singularity.enabled = true -process.container = '$HOME/.singularity/lncpipe_rebuild-2018-10-19-ce1bc156744d.simg' -singularity.autoMounts = true - -includeConfig 'base.config' diff --git a/docker.config b/docker.config deleted file mode 100644 index 45a1a11..0000000 --- a/docker.config +++ /dev/null @@ -1,85 +0,0 @@ - - -params { -/* - User setting options (mandatory) - */ -// input file and genome reference() - - fastq_ext = '*_{1,2}.fq.gz' - fasta_ref = '/data/database/hg38/genome.fa' - design = 'design.file' // or null - hisat2_index = '/data/database/hg38/hisatIndex/grch38_snp_tran/genome_snp_tran' - cpatpath='/opt/CPAT-1.2.3' - //human gtf only - gencode_annotation_gtf = "/data/database/hg38/Annotation/gencode.v24.annotation.gtf" - lncipedia_gtf = "/data/database/hg38/Annotation/lncipedia_4_0_hg38.gtf" // set "null" if you are going to perform analysis on other species - -/* - User setting options (optional) - */ - // tools setting - hisat_strand = 'RF' - - star_index = ''//set if star used - bowtie2_index = ''//set if tophat used - aligner = "hisat" // or "star","tophat" - sam_processor="sambamba"//or "samtools(deprecated)" - qctools ="fastp" // or "afterqc","fastp","fastqc","none" to skip qc step - detools = "edger"//or "deseq2" - quant = "kallisto"// or 'htseq' - //other setting - singleEnd = false - unstrand = false - skip_combine = false - lncRep_Output = 'reporter.html' - lncRep_theme = 'npg' - lncRep_cdf_percent = 10 - lncRep_max_lnc_len = 10000 - lncRep_min_expressed_sample = 50 - mem=60 - cpu=30 - /* - for non-human setting - */ - species="human"// mouse , zebrafish, fly - known_coding_gtf="" - known_lncRNA_gtf="" - - -/* -Don't modify -*/ - cpatpath ='/opt/CPAT-1.2.3' - - -} - -/* -Don't modify either -*/ -// Docker options -docker.runOptions = '-u $(id -u):$(id -g)' -docker.enabled = true -process.container = 'bioinformatist/lncpipe:latest' - -// individual process setting -process.cache = 'deep' - -process { - withLabel: para { - maxForks = 6 - } - - withLabel: 'qc' { - maxForks = 6 - } - -} - -manifest { - homePage = 'https//github.com/likelet/LncPipe' - description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'LncRNAanalysisPipe.nf' -} - diff --git a/README_for_non_human_genome.md b/docs/README_for_non_human_genome.md similarity index 100% rename from README_for_non_human_genome.md rename to docs/README_for_non_human_genome.md diff --git a/mkdoc/docs/about.md b/mkdoc/docs/about.md deleted file mode 100644 index e69de29..0000000 diff --git a/mkdoc/docs/index.md b/mkdoc/docs/index.md deleted file mode 120000 index fe84005..0000000 --- a/mkdoc/docs/index.md +++ /dev/null @@ -1 +0,0 @@ -../../README.md \ No newline at end of file diff --git a/mkdoc/mkdocs.yml b/mkdoc/mkdocs.yml deleted file mode 100644 index 69ecf01..0000000 --- a/mkdoc/mkdocs.yml +++ /dev/null @@ -1,5 +0,0 @@ -site_name: LncPipe -pages: - - Home: index.md - - About: about.md -theme: yeti diff --git a/nextflow.config b/nextflow.config index ad33d10..cee9676 100644 --- a/nextflow.config +++ b/nextflow.config @@ -1,29 +1,31 @@ params { -/* - User setting options (mandatory) - */ -// input file and genome reference() + container = 'likelet/lncpipe:latest' // Container slug. Stable releases should specify release tag! + help = false + clusterOptions = false species="human"// mouse , zebrafish, fly - fastq_ext = '*_{1,2}.fq.gz' - fasta_ref = '/data/database/hg38/genome.fa' + outdir = './Results' + tracedir = "${params.outdir}/pipeline_info" + + +// input file and genome reference() + reads = '*_{1,2}.fq.gz' + fasta = '/data/database/hg38/genome.fa' design = 'design.file' // or null hisat2_index = '/data/database/hg38/hisatIndex/grch38_snp_tran/genome_snp_tran' - cpatpath='/opt/CPAT-1.2.3' //human gtf only gencode_annotation_gtf = "/data/database/hg38/Annotation/gencode.v24.annotation.gtf" lncipedia_gtf = "/data/database/hg38/Annotation/lncipedia_4_0_hg38.gtf" // set "null" if you are going to perform analysis on other species // additional options for non-human species known_coding_gtf="" known_lncRNA_gtf="" - //for test - cpatpath = '/home/zhaoqi/software/CPAT/CPAT-1.2.2/' /* - User setting options (optional) - */ + User setting options (optional) +*/ + // tools settings hisat_strand = 'RF' star_index = ''//set if star used @@ -43,8 +45,6 @@ params { lncRep_cdf_percent = 10 lncRep_max_lnc_len = 10000 lncRep_min_expressed_sample = 50 - mem = 60 - cpus = 30 } @@ -61,19 +61,7 @@ process.cache = 'deep' */ // Global default params, used in configs -params { - container = 'likelet/lncpipe:latest' // Container slug. Stable releases should specify release tag! - help = false - reads = "data/*{1,2}.fastq.gz" - singleEnd = false - outdir = './results' - //igenomes_base = "./iGenomes" - tracedir = "${params.outdir}/pipeline_info" - clusterOptions = false - //awsqueue = false - //awsregion = 'eu-west-1' -} profiles { @@ -123,10 +111,10 @@ dag { manifest { name = 'nf-core/lncpipe' - author = 'Project author name (use a comma to separate multiple names).' + author = 'Qi Zhao, Yu Sun, Zhixiang Zuo' homePage = 'https://github.com/nf-core/lncpipe' description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'LncRNAanalysisPipe.nf' + mainScript = 'Main.nf' nextflowVersion = '>=0.32.0' version = '1.0dev' } diff --git a/singularity.config b/singularity.config deleted file mode 100644 index 7d144cd..0000000 --- a/singularity.config +++ /dev/null @@ -1,84 +0,0 @@ - - -params { -/* - User setting options (mandatory) - */ -// input file and genome reference() - - fastq_ext = '*_{1,2}.fq.gz' - fasta_ref = '/data/database/hg38/genome.fa' - design = 'design.file' // or null - hisat2_index = '/data/database/hg38/hisatIndex/grch38_snp_tran/genome_snp_tran' - cpatpath='/opt/CPAT-1.2.3' - //human gtf only - gencode_annotation_gtf = "/data/database/hg38/Annotation/gencode.v24.annotation.gtf" - lncipedia_gtf = "/data/database/hg38/Annotation/lncipedia_4_0_hg38.gtf" // set "null" if you are going to perform analysis on other species - -/* - User setting options (optional) - */ - // tools setting - hisat_strand = 'RF' - star_index = ''//set if star used - bowtie2_index = ''//set if tophat used - aligner = "hisat" // or "star","tophat" - sam_processor="sambamba"//or "samtools(deprecated)" - qctools ="fastp" // or "afterqc","fastp","fastqc","none" to skip qc step - detools = "edger"//or "deseq2" - quant = "kallisto"// or 'htseq' - //other setting - singleEnd = false - unstrand = false - skip_combine = false - lncRep_Output = 'reporter.html' - lncRep_theme = 'npg' - lncRep_cdf_percent = 10 - lncRep_max_lnc_len = 10000 - lncRep_min_expressed_sample = 50 - mem=60 - cpu=30 - /* - for non-human setting - */ - species="human"// mouse , zebrafish, fly - known_coding_gtf="" - known_lncRNA_gtf="" - - -/* -Don't modify -*/ - cpatpath ='/opt/CPAT-1.2.3' - - -} - -/* -Don't modify either -*/ -// Docker options - -singularity.enabled = true -process.container = './lncPipe.image' -singularity.autoMounts = true -// individual process setting -process.cache = 'deep' - -process { - withLabel: para { - maxForks = 6 - } - - withLabel: 'qc' { - maxForks = 6 - } - -} - -manifest { - homePage = 'https//github.com/likelet/LncPipe' - description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'LncRNAanalysisPipe.nf' -} - From 5688a2408c26ec158e82d51a6315f8b65ea2297e Mon Sep 17 00:00:00 2001 From: likelet Date: Fri, 23 Nov 2018 09:43:02 +0800 Subject: [PATCH 17/40] restructure code --- base.config | 197 ---------------------------------------- docs/troubleshooting.md | 2 +- Main.nf => main.nf | 4 - 3 files changed, 1 insertion(+), 202 deletions(-) delete mode 100755 base.config rename Main.nf => main.nf (99%) diff --git a/base.config b/base.config deleted file mode 100755 index f3b3735..0000000 --- a/base.config +++ /dev/null @@ -1,197 +0,0 @@ -/* - * ------------------------------------------------- - * Nextflow base config file - * ------------------------------------------------- - * A 'blank slate' config file, appropriate for general - * use on most high performace compute environments. - * Assumes that all software is installed and available - * on the PATH. Runs in `local` mode - all jobs will be - * run on the logged in environment. - */ - -process { - - // mimimum allocation - cpus = { check_max( 1, 'cpus' ) } - memory = { check_max( 2.GB * task.attempt, 'memory' ) } - time = { check_max( 1.h * task.attempt, 'time' ) } - - errorStrategy = { task.exitStatus in [1,143,137,104,134,139] ? 'retry' : 'terminate' } - maxRetries = 3 - maxErrors = '-1' - - // Process-specific resource requirements - - // withName: combine_public_annotation { } - - withName: Make_STARindex { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - withName: Make_bowtie2_index { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - withName: Make_hisat_index { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 160.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - //withName: Run_fastQC { } - - withName: Run_afterQC { - cpus = { check_max( 6, 'cpus' ) } - memory = { check_max( 32.GB * task.attempt, 'memory' ) } - time = { check_max( 4.h * task.attempt, 'time' ) } - } - - withName: Run_FastP { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 8.GB * task.attempt, 'memory' ) } - - } - - withName: fastq_star_alignment_For_discovery { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - withName: fastq_tophat_alignment_For_discovery { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - withName: fastq_hisat2_alignment_For_discovery { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 16.GB * task.attempt, 'memory' ) } - time = { check_max( 5.h * task.attempt, 'time' ) } - } - - withName: StringTie_assembly { - cpus = { check_max( 10, 'cpus' ) } - } - - withName: StringTie_merge_assembled_gtf { - cpus = { check_max( 10, 'cpus' ) } - } - - withName: Cufflinks_assembly { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 12.h * task.attempt, 'time' ) } - } - - withName: cuffmerge_assembled_gtf { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 80.GB * task.attempt, 'memory' ) } - time = { check_max( 12.h * task.attempt, 'time' ) } - } - - // withName: Merge_assembled_gtf_with_GENCODE { } - - // withName: Identify_novel_lncRNA_with_criterions { } - - // withName: Predict_coding_abilities_by_PLEK { } - - // withName: Predict_coding_abilities_by_CPAT { } - - // withName: Filter_lncRNA_by_coding_potential_result { } - - // withName: Summary_renaming_and_classification { } - - - // withName: Rerun_CPAT_to_evaluate_lncRNA { } - - // withName: Rerun_CPAT_to_evaluate_coding { } - - // withName: Secondary_basic_statistic { } - - // withName: Run_htseq_for_quantification{} - - withName: Run_kallisto_for_quantification { - cpus = { check_max( 10, 'cpus' ) } - memory = { check_max( 32.GB * task.attempt, 'memory' ) } - } - - withName: Build_kallisto_index_of_GTF_for_quantification { - cpus = { check_max( 1, 'cpus' ) } - memory = { check_max( 64.GB * task.attempt, 'memory' ) } - time = { check_max( 2.h * task.attempt, 'time' ) } - } - - // withName: Get_HTseq_matrix { } - - // withName: Get_kallisto_matrix { } - - withName: Run_LncPipeReporter { - memory = { check_max( 32.GB * task.attempt, 'memory' ) } - } - - Run_LncPipeReporter_without_Design { - memory = { check_max( 32.GB * task.attempt, 'memory' ) } - } -} - -params { - // Defaults only, expecting to be overwritten. Set max per cluster node. - max_memory = 240.GB - max_cpus = 20 - max_time = 240.h -} - -// Function to ensure that resource requirements don't go beyond -// a maximum limit -def check_max(obj, type) { - if(type == 'memory'){ - try { - if(obj.compareTo(params.max_memory as nextflow.util.MemoryUnit) == 1) - return params.max_memory as nextflow.util.MemoryUnit - else - return obj - } catch (all) { - println " ### ERROR ### Max memory '${params.max_memory}' is not valid! Using default value: $obj" - return obj - } - } else if(type == 'time'){ - try { - if(obj.compareTo(params.max_time as nextflow.util.Duration) == 1) - return params.max_time as nextflow.util.Duration - else - return obj - } catch (all) { - println " ### ERROR ### Max time '${params.max_time}' is not valid! Using default value: $obj" - return obj - } - } else if(type == 'cpus'){ - try { - return Math.min( obj, params.max_cpus as int ) - } catch (all) { - println " ### ERROR ### Max cpus '${params.max_cpus}' is not valid! Using default value: $obj" - return obj - } - } -} - -timeline { - enabled = true - file = "${params.out_folder}/pipeline_info/lncPipe_timeline.html" -} -report { - enabled = true - file = "${params.out_folder}/pipeline_info/lncPipe_report.html" -} -trace { - enabled = true - file = "${params.out_folder}/pipeline_info/lncPipe_trace.txt" -} -dag { - enabled = true - file = "${params.out_folder}/pipeline_info/lncPipe_DAG.svg" -} diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md index e2b9fa4..c78883f 100644 --- a/docs/troubleshooting.md +++ b/docs/troubleshooting.md @@ -39,7 +39,7 @@ If you have problems that are related to Nextflow and not our pipeline then chec ## FAQ - +In local mode: * *1. PLEK throws an error "/data/software/PLEK.1.2/PLEK.py:line12: $'\r': can not find command", how to fix?* >A: using the follow command as suggested in the installation section. diff --git a/Main.nf b/main.nf similarity index 99% rename from Main.nf rename to main.nf index e77e630..4d4a167 100755 --- a/Main.nf +++ b/main.nf @@ -934,7 +934,6 @@ process Identify_novel_lncRNA_with_criterions { shell: ''' # filtering novel lncRNA based on cuffmerged trascripts - set -o pipefail awk '$3 =="x"||$3=="u"||$3=="i"{print $0}' !{comparedTmap} > novel.gtf.tmap # excluding length smaller than 200 nt awk '$10 >200{print}' novel.gtf.tmap > novel.longRNA.gtf.tmap @@ -1030,7 +1029,6 @@ process Filter_lncRNA_by_coding_potential_result { shell: ''' - set -o pipefail #merged transcripts perl !{baseDir}/bin/integrate_novel_transcripts.pl > novel.longRNA.txt awk '$4 >1{print $1}' novel.longRNA.txt|perl !{baseDir}/bin/extract_gtf_by_name.pl !{cuffmergegtf} - > novel.longRNA.stringent.gtf @@ -1073,7 +1071,6 @@ process Summary_renaming_and_classification { if(params.species=="human"){ ''' - set -o pipefail gffcompare -G -o filter \ -r !{knowlncRNAgtf} \ -p !{task.cpus} !{novel_lncRNA_stringent_Gtf} @@ -1101,7 +1098,6 @@ process Summary_renaming_and_classification { ''' }else{ ''' - set -o pipefail gffcompare -G -o filter \ -r !{knowlncRNAgtf} \ -p !{task.cpus} !{novel_lncRNA_stringent_Gtf} From d9c62820e39c82e90e4c3eed2eb4ee20630dd3b6 Mon Sep 17 00:00:00 2001 From: likelet Date: Fri, 23 Nov 2018 14:50:53 +0800 Subject: [PATCH 18/40] first version that passed the nf-core lint --- .travis.yml | 4 ++-- conf/test.config | 2 +- main.nf | 39 +++++++++++++++++++++------------------ 3 files changed, 24 insertions(+), 21 deletions(-) diff --git a/.travis.yml b/.travis.yml index f4ac587..6f4d5c8 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,9 +11,9 @@ before_install: # PRs to master are only ok if coming from dev branch - '[ $TRAVIS_PULL_REQUEST = "false" ] || [ $TRAVIS_BRANCH != "master" ] || ([ $TRAVIS_PULL_REQUEST_SLUG = $TRAVIS_REPO_SLUG ] && [ $TRAVIS_PULL_REQUEST_BRANCH = "dev" ])' # Pull the docker image first so the test doesn't wait for this - - docker pull nfcore/lncpipe + - docker pull likelet/lncpipe # Fake the tag locally so that the pipeline runs properly - - docker tag nfcore/lncpipe nfcore/lncpipe:latest + - docker tag likelet/lncpipe likelet/lncpipe:latest install: # Install Nextflow diff --git a/conf/test.config b/conf/test.config index 6a16610..4429205 100644 --- a/conf/test.config +++ b/conf/test.config @@ -18,7 +18,7 @@ params { // input file and genome reference() reads = 'Fastq/*_{1,2}.fq.gz' fasta = './Genome/chrX.fa' - design = 'design.file' + design = './design.file' hisat2_index = "./Genome/hisat2Index/chrX" gencode_annotation_gtf = "Genome/gencode.v25.annotation.chrX.gtf" lncipedia_gtf = "./Genome/lncipedia_4_0.chrX.gtf" diff --git a/main.nf b/main.nf index 4d4a167..408a742 100755 --- a/main.nf +++ b/main.nf @@ -74,7 +74,7 @@ if (params.help) { print_yellow(' General arguments: Input and output setting\n') + print_cyan(' --input_folder ') + print_green('Path to input data(optional), current path default\n') + - print_cyan(' --fastq_ext <*_fq.gz> ') + print_green('Filename pattern for pairing raw reads, e.g: *_{1,2}.fastq.gz for paired reads\n') + + print_cyan(' --reads <*_fq.gz> ') + print_green('Filename pattern for pairing raw reads, e.g: *_{1,2}.fastq.gz for paired reads\n') + print_cyan(' --out_folder ') + print_green('The output directory where the results will be saved(optional), current path is default\n') + print_cyan(' --aligner ') + print_green('Aligner for reads mapping (optional),"hisat"(defalt)/"star"/"tophat"\n') + print_cyan(' --qctools ') + print_green('Tools for assess reads quality, fastp(default)/afterqc/fastqc/none(skip QC step)\n') + @@ -112,7 +112,7 @@ if (params.help) { //check parameters /* -allowed_params = ["input_folder","fastq_ext","out_folder","aligner","qctools","detools","quant", +allowed_params = ["input_folder","reads","out_folder","aligner","qctools","detools","quant", "merged_gtf","design","singleEnd","unstrand", "fasta","gencode_annotation_gtf","lncipedia_gtf", "lncRep_Output", "lncRep_theme","lncRep_min_expressed_sample", @@ -133,12 +133,15 @@ params.merged_gtf = null// dose merged_gtf provided singleEnd = params.singleEnd ? true : false skip_combine = params.skip_combine ? true : false unstrand = params.unstrand ? true : false +params.mail=false + //Checking parameters log.info print_purple("You are running LncPipe with the following parameters:") log.info print_purple("Checking parameters ...") log.info print_yellow("=====================================") log.info print_yellow("Species: ") + print_green(params.species) -log.info print_yellow("Fastq file extension: ") + print_green(params.fastq_ext) +log.info print_yellow("Fastq file extension: ") + print_green(params.reads) +log.info print_yellow("Design file: ") + print_green(params.design) log.info print_yellow("Single end : ") + print_green(params.singleEnd) log.info print_yellow("skip annotation process: ") + print_green(params.skip_combine) log.info print_yellow("Input folder: ") + print_green(params.input_folder) @@ -1490,7 +1493,7 @@ lncRep_cdf_percent = params.lncRep_cdf_percent lncRep_max_lnc_len = params.lncRep_max_lnc_len lncRep_min_expressed_sample = params.lncRep_min_expressed_sample detools = params.detools -design=params.design +design= params.design if(design!=null){ design = file(params.design) if (!design.exists()) exit 1, "Design file not found, plz check your design file path: ${params.design}" @@ -1498,8 +1501,8 @@ if(design!=null){ if(!params.merged_gtf) { process Run_LncPipeReporter { tag { file_tag } - publishDir pattern: "*", - path: "${params.outdir}/", mode: 'move' + publishDir pattern: "LncPipeReports", + path: "${params.outdir}/", mode: 'copy' input: //alignmet log file design @@ -1510,7 +1513,7 @@ if(design!=null){ file kallisto_count_matrix from expression_matrixfile_count output: - file "*" into final_output + file "LncPipeReports" into final_output shell: file_tag = "Generating report ..." """ @@ -1520,8 +1523,8 @@ if(design!=null){ }else{ process Run_LncPipeReporter { tag { file_tag } - publishDir pattern: "*", - path: "${params.outdir}/", mode: 'move' + publishDir pattern: "LncPipeReports", + path: "${params.outdir}/", mode: 'copy' input: //alignment log file design @@ -1531,7 +1534,7 @@ if(design!=null){ file kallisto_count_matrix from expression_matrixfile_count output: - file "*" into final_output + file "LncPipeReports" into final_output shell: file_tag = "Generating report ..." """ @@ -1545,8 +1548,8 @@ if(design!=null){ if(!params.merged_gtf) { process Run_LncPipeReporter_without_Design { tag { file_tag } - publishDir pattern: "*", - path: "${params.outdir}/", mode: 'move' + publishDir pattern: "LncPipeReports", + path: "${params.outdir}/", mode: 'copy' input: //alignmet log file alignmetlogs from alignment_logs.collect() @@ -1556,7 +1559,7 @@ if(design!=null){ file kallisto_count_matrix from expression_matrixfile_count output: - file "*" into final_output + file "LncPipeReports" into final_output shell: file_tag = "Generating report ..." """ @@ -1566,8 +1569,8 @@ if(design!=null){ }else{ process Run_LncPipeReporter_without_Design { tag { file_tag } - publishDir pattern: "*", - path: "${params.outdir}/", mode: 'move' + publishDir pattern: "LncPipeReports", + path: "${params.outdir}/", mode: 'copy' input: //alignment log //gtf statistics @@ -1592,8 +1595,8 @@ if(design!=null){ //pipeline log -if(workflow.success) { - workflow.onComplete { + +workflow.onComplete { log.info print_green("LncPipe Pipeline Complete!") @@ -1619,8 +1622,8 @@ if(workflow.success) { } - } } + workflow.onError { println print_yellow("Oops... Pipeline execution stopped with the following message: ")+print_red(workflow.errorMessage) } From 92a050773d7b0633782d54411dfba3110123a328 Mon Sep 17 00:00:00 2001 From: likelet Date: Fri, 23 Nov 2018 14:54:32 +0800 Subject: [PATCH 19/40] remove process resource setting for non-existing process --- conf/base.config | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/conf/base.config b/conf/base.config index 5f28aca..5a181b3 100644 --- a/conf/base.config +++ b/conf/base.config @@ -115,13 +115,7 @@ process { withName:Rerun_CPAT_to_evaluate_coding { memory = { check_max( 16.GB * task.attempt, 'memory' ) } } - withName:sample_correlation { - memory = { check_max( 16.GB * task.attempt, 'memory' ) } - } - withName:multiqc { - memory = { check_max( 2.GB * task.attempt, 'memory' ) } - errorStrategy = 'ignore' - } + withName:Run_htseq_for_quantification { cpus = { check_max( 1, 'cpus' ) } From c935fb1b97c871148acaa9ca803d2b5629abf2b1 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Fri, 23 Nov 2018 23:11:58 +0800 Subject: [PATCH 20/40] Delete igenomes.config --- conf/igenomes.config | 147 ------------------------------------------- 1 file changed, 147 deletions(-) delete mode 100644 conf/igenomes.config diff --git a/conf/igenomes.config b/conf/igenomes.config deleted file mode 100644 index 544c99c..0000000 --- a/conf/igenomes.config +++ /dev/null @@ -1,147 +0,0 @@ -/* - * ------------------------------------------------- - * Nextflow config file for iGenomes paths[Not used in lncpipe] - * ------------------------------------------------- - * Defines reference genomes, using iGenome paths - * Can be used by any config that customises the base - * path using $params.igenomes_base / --igenomes_base - * - */ - -params { - // illumina iGenomes reference file paths - genomes { - 'GRCh37' { - bed12 = "${params.igenomes_base}/Homo_sapiens/Ensembl/GRCh37/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Homo_sapiens/Ensembl/GRCh37/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Homo_sapiens/Ensembl/GRCh37/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Homo_sapiens/Ensembl/GRCh37/Sequence/STARIndex/" - } - 'GRCm38' { - bed12 = "${params.igenomes_base}/Mus_musculus/Ensembl/GRCm38/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Mus_musculus/Ensembl/GRCm38/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Mus_musculus/Ensembl/GRCm38/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Mus_musculus/Ensembl/GRCm38/Sequence/STARIndex/" - } - 'TAIR10' { - bed12 = "${params.igenomes_base}/Arabidopsis_thaliana/Ensembl/TAIR10/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Arabidopsis_thaliana/Ensembl/TAIR10/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Arabidopsis_thaliana/Ensembl/TAIR10/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Arabidopsis_thaliana/Ensembl/TAIR10/Sequence/STARIndex/" - } - 'EB2' { - bed12 = "${params.igenomes_base}/Bacillus_subtilis_168/Ensembl/EB2/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Bacillus_subtilis_168/Ensembl/EB2/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Bacillus_subtilis_168/Ensembl/EB2/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Bacillus_subtilis_168/Ensembl/EB2/Sequence/STARIndex/" - } - 'UMD3.1' { - bed12 = "${params.igenomes_base}/Bos_taurus/Ensembl/UMD3.1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Bos_taurus/Ensembl/UMD3.1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Bos_taurus/Ensembl/UMD3.1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Bos_taurus/Ensembl/UMD3.1/Sequence/STARIndex/" - } - 'WBcel235' { - bed12 = "${params.igenomes_base}/Caenorhabditis_elegans/Ensembl/WBcel235/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Caenorhabditis_elegans/Ensembl/WBcel235/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Caenorhabditis_elegans/Ensembl/WBcel235/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Caenorhabditis_elegans/Ensembl/WBcel235/Sequence/STARIndex/" - } - 'CanFam3.1' { - bed12 = "${params.igenomes_base}/Canis_familiaris/Ensembl/CanFam3.1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Canis_familiaris/Ensembl/CanFam3.1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Canis_familiaris/Ensembl/CanFam3.1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Canis_familiaris/Ensembl/CanFam3.1/Sequence/STARIndex/" - } - 'GRCz10' { - bed12 = "${params.igenomes_base}/Danio_rerio/Ensembl/GRCz10/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Danio_rerio/Ensembl/GRCz10/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Danio_rerio/Ensembl/GRCz10/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Danio_rerio/Ensembl/GRCz10/Sequence/STARIndex/" - } - 'BDGP6' { - bed12 = "${params.igenomes_base}/Drosophila_melanogaster/Ensembl/BDGP6/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Drosophila_melanogaster/Ensembl/BDGP6/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Drosophila_melanogaster/Ensembl/BDGP6/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Drosophila_melanogaster/Ensembl/BDGP6/Sequence/STARIndex/" - } - 'EquCab2' { - bed12 = "${params.igenomes_base}/Equus_caballus/Ensembl/EquCab2/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Equus_caballus/Ensembl/EquCab2/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Equus_caballus/Ensembl/EquCab2/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Equus_caballus/Ensembl/EquCab2/Sequence/STARIndex/" - } - 'EB1' { - bed12 = "${params.igenomes_base}/Escherichia_coli_K_12_DH10B/Ensembl/EB1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Escherichia_coli_K_12_DH10B/Ensembl/EB1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Escherichia_coli_K_12_DH10B/Ensembl/EB1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Escherichia_coli_K_12_DH10B/Ensembl/EB1/Sequence/STARIndex/" - } - 'Galgal4' { - bed12 = "${params.igenomes_base}/Gallus_gallus/Ensembl/Galgal4/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Gallus_gallus/Ensembl/Galgal4/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Gallus_gallus/Ensembl/Galgal4/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Gallus_gallus/Ensembl/Galgal4/Sequence/STARIndex/" - } - 'Gm01' { - bed12 = "${params.igenomes_base}/Glycine_max/Ensembl/Gm01/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Glycine_max/Ensembl/Gm01/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Glycine_max/Ensembl/Gm01/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Glycine_max/Ensembl/Gm01/Sequence/STARIndex/" - } - 'Mmul_1' { - bed12 = "${params.igenomes_base}/Macaca_mulatta/Ensembl/Mmul_1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Macaca_mulatta/Ensembl/Mmul_1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Macaca_mulatta/Ensembl/Mmul_1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Macaca_mulatta/Ensembl/Mmul_1/Sequence/STARIndex/" - } - 'IRGSP-1.0' { - bed12 = "${params.igenomes_base}/Oryza_sativa_japonica/Ensembl/IRGSP-1.0/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Oryza_sativa_japonica/Ensembl/IRGSP-1.0/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Oryza_sativa_japonica/Ensembl/IRGSP-1.0/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Oryza_sativa_japonica/Ensembl/IRGSP-1.0/Sequence/STARIndex/" - } - 'CHIMP2.1.4' { - bed12 = "${params.igenomes_base}/Pan_troglodytes/Ensembl/CHIMP2.1.4/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Pan_troglodytes/Ensembl/CHIMP2.1.4/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Pan_troglodytes/Ensembl/CHIMP2.1.4/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Pan_troglodytes/Ensembl/CHIMP2.1.4/Sequence/STARIndex/" - } - 'Rnor_6.0' { - bed12 = "${params.igenomes_base}/Rattus_norvegicus/Ensembl/Rnor_6.0/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Rattus_norvegicus/Ensembl/Rnor_6.0/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Rattus_norvegicus/Ensembl/Rnor_6.0/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Rattus_norvegicus/Ensembl/Rnor_6.0/Sequence/STARIndex/" - } - 'R64-1-1' { - bed12 = "${params.igenomes_base}/Saccharomyces_cerevisiae/Ensembl/R64-1-1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Saccharomyces_cerevisiae/Ensembl/R64-1-1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Saccharomyces_cerevisiae/Ensembl/R64-1-1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Saccharomyces_cerevisiae/Ensembl/R64-1-1/Sequence/STARIndex/" - } - 'EF2' { - bed12 = "${params.igenomes_base}/Schizosaccharomyces_pombe/Ensembl/EF2/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Schizosaccharomyces_pombe/Ensembl/EF2/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Schizosaccharomyces_pombe/Ensembl/EF2/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Schizosaccharomyces_pombe/Ensembl/EF2/Sequence/STARIndex/" - } - 'Sbi1' { - bed12 = "${params.igenomes_base}/Sorghum_bicolor/Ensembl/Sbi1/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Sorghum_bicolor/Ensembl/Sbi1/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Sorghum_bicolor/Ensembl/Sbi1/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Sorghum_bicolor/Ensembl/Sbi1/Sequence/STARIndex/" - } - 'Sscrofa10.2' { - bed12 = "${params.igenomes_base}/Sus_scrofa/Ensembl/Sscrofa10.2/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Sus_scrofa/Ensembl/Sscrofa10.2/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Sus_scrofa/Ensembl/Sscrofa10.2/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Sus_scrofa/Ensembl/Sscrofa10.2/Sequence/STARIndex/" - } - 'AGPv3' { - bed12 = "${params.igenomes_base}/Zea_mays/Ensembl/AGPv3/Annotation/Genes/genes.bed" - fasta = "${params.igenomes_base}/Zea_mays/Ensembl/AGPv3/Sequence/WholeGenomeFasta/genome.fa" - gtf = "${params.igenomes_base}/Zea_mays/Ensembl/AGPv3/Annotation/Genes/genes.gtf" - star = "${params.igenomes_base}/Zea_mays/Ensembl/AGPv3/Sequence/STARIndex/" - } - } -} From 5543c11630e8140fe3cbbab3a40cd04043f6b1d8 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Fri, 23 Nov 2018 23:13:36 +0800 Subject: [PATCH 21/40] Update .travis.yml --- .travis.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 6f4d5c8..f4ac587 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,9 +11,9 @@ before_install: # PRs to master are only ok if coming from dev branch - '[ $TRAVIS_PULL_REQUEST = "false" ] || [ $TRAVIS_BRANCH != "master" ] || ([ $TRAVIS_PULL_REQUEST_SLUG = $TRAVIS_REPO_SLUG ] && [ $TRAVIS_PULL_REQUEST_BRANCH = "dev" ])' # Pull the docker image first so the test doesn't wait for this - - docker pull likelet/lncpipe + - docker pull nfcore/lncpipe # Fake the tag locally so that the pipeline runs properly - - docker tag likelet/lncpipe likelet/lncpipe:latest + - docker tag nfcore/lncpipe nfcore/lncpipe:latest install: # Install Nextflow From d3244aa5869d2b20014b9512526df67f19a63926 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Fri, 23 Nov 2018 23:14:40 +0800 Subject: [PATCH 22/40] Update awsbatch.config --- conf/awsbatch.config | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/conf/awsbatch.config b/conf/awsbatch.config index 8179442..65352d8 100644 --- a/conf/awsbatch.config +++ b/conf/awsbatch.config @@ -1,6 +1,6 @@ /* * ------------------------------------------------- - * Nextflow config file for AWS Batch [not used for lncpipe] + * Nextflow config file for AWS Batch * ------------------------------------------------- * Imported under the 'awsbatch' Nextflow profile in nextflow.config * Uses docker for software depedencies automagically, so not specified here. From fdd506b784fb4a46cc76d5a25ed844f12a5e4f96 Mon Sep 17 00:00:00 2001 From: likelet Date: Tue, 4 Dec 2018 17:20:19 +0800 Subject: [PATCH 23/40] add mapping file --- bin/rename_lncRNA_2.pl | 87 +++++++++++++++++++++++++++++------------- 1 file changed, 61 insertions(+), 26 deletions(-) diff --git a/bin/rename_lncRNA_2.pl b/bin/rename_lncRNA_2.pl index 481b00d..537b511 100644 --- a/bin/rename_lncRNA_2.pl +++ b/bin/rename_lncRNA_2.pl @@ -8,38 +8,55 @@ while(){ chomp; my @field=split "\t"; - $know_lnc{$field[0].'\t'.$field[1].'\t'.$field[2].'\t'.$field[5].'\t'.$field[7]} = $field[3]; + if ($field[7] eq "exon"){ + $know_lnc{$field[0].'\t'.$field[1].'\t'.$field[5]} = $field[3]; + $know_lnc{$field[0].'\t'.$field[2].'\t'.$field[5]} = $field[3]; + } } -my %genecode; +my %genecode;my %lncpedia; if (@ARGV == 2){ open FH,"$ARGV[0]" or die; while(){ chomp; if ($_ =~ /^#/){ - next + next; } my @field=split "\t"; - $_=~/gene_name "(.+?)"/; + if ($field[2] ne "exon"){ + next; + } + $_=~/gene_id "(.+?)"/; my $gene_name=$1; - my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; - if (defined($know_lnc{$loc})){ - $genecode{$know_lnc{$loc}} = $gene_name; + my $loc1 = $field[0].'\t'.($field[3]-1).'\t'.$field[6]; + my $loc2 = $field[0].'\t'.$field[4].'\t'.$field[6]; + if (defined($know_lnc{$loc1})){ + $genecode{$know_lnc{$loc1}} = $gene_name; + } + if (defined($know_lnc{$loc2})){ + $genecode{$know_lnc{$loc2}} = $gene_name; } } open FH,"$ARGV[1]" or die; while(){ chomp; if ($_ =~ /^#/){ - next + next; } my @field=split "\t"; + if ($field[2] ne "exon"){ + next; + } $_=~/gene_id "(.+?)"/; my $gene_name=$1; - my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; - if (defined($know_lnc{$loc})){ - $genecode{$know_lnc{$loc}} = $gene_name; + my $loc1 = $field[0].'\t'.($field[3]-1).'\t'.$field[6]; + my $loc2 = $field[0].'\t'.$field[4].'\t'.$field[6]; + if (defined($know_lnc{$loc1})){ + $lncpedia{$know_lnc{$loc1}} = $gene_name; + } + if (defined($know_lnc{$loc2})){ + $lncpedia{$know_lnc{$loc2}} = $gene_name; } } }elsif (@ARGV == 1){ @@ -47,14 +64,21 @@ while(){ chomp; if ($_ =~ /^#/){ - next + next; } my @field=split "\t"; - $_=~/gene_name "(.+?)"/; + if ($field[2] ne "exon"){ + next; + } + $_=~/gene_id "(.+?)"/; my $gene_name=$1; - my $loc = $field[0].'\t'.($field[3]-1).'\t'.$field[4].'\t'.$field[6].'\t'.$field[2]; - if (defined($know_lnc{$loc})){ - $genecode{$know_lnc{$loc}} = $gene_name; + my $loc1 = $field[0].'\t'.($field[3]-1).'\t'.$field[6]; + my $loc2 = $field[0].'\t'.$field[4].'\t'.$field[6]; + if (defined($know_lnc{$loc1})){ + $genecode{$know_lnc{$loc1}} = $gene_name; + } + if (defined($know_lnc{$loc2})){ + $genecode{$know_lnc{$loc2}} = $gene_name; } } }else{ @@ -88,7 +112,7 @@ }else{ $gene{$genename}{END}=$end; } - + } open FH,"novel.lncRNA.stringent.filter.bed" or die; @@ -116,7 +140,7 @@ }else{ $gene{$genename}{END}=$end; } - + } open OUT,">lncRNA.for_anno.bed" or die; foreach my $k (keys %gene){ @@ -165,7 +189,7 @@ my $genename="NA-$naidx"; $map{$genename}{$geneid}="NA"; #print $genename."\n"; - }else{ + }else{ if($up_dist < $down_dist){ my $genename; if($up_dist==0){ @@ -177,7 +201,7 @@ }else{ $map{$genename}{$geneid}=$up_dist; } - + }else{ #print "LALALALALA"."\n"; } @@ -245,13 +269,24 @@ } } - } + } } -open OUT3,">lncRNA.mapping.file" or die; +my %all_data; foreach my $mstr(sort(keys %genecode)){ - if(defined($MSTRG2genename{$mstr})){ - print OUT3 $mstr."\t".$genecode{$mstr}."\t".$MSTRG2genename{$mstr}."\n"; + $all_data{$mstr} = 1; +} +foreach my $mstr(sort(keys %lncpedia)){ + $all_data{$mstr} = 1; +} +open OUT3,">lncRNA.mapping.file" or die; +foreach my $mstr(sort(keys %all_data)){ + if(defined($MSTRG2genename{$mstr}) && defined($lncpedia{$mstr}) && defined($genecode{$mstr})){ + print OUT3 $mstr."\t".$MSTRG2genename{$mstr}."\t".$genecode{$mstr}."\t".$lncpedia{$mstr}."\n"; + }elsif (defined($MSTRG2genename{$mstr}) && defined($genecode{$mstr})){ + print OUT3 $mstr."\t".$MSTRG2genename{$mstr}."\t".$genecode{$mstr}."\t\n" + }elsif (defined($MSTRG2genename{$mstr}) && defined($lncpedia{$mstr})){ + print OUT3 $mstr."\t".$MSTRG2genename{$mstr}."\t\t".$lncpedia{$mstr}."\n" }else{ - #print $mstr."\n"; + next; } -} \ No newline at end of file +} From 2560ee0a4ab54d9103ca4582bbc906b6227d6365 Mon Sep 17 00:00:00 2001 From: likelet Date: Wed, 5 Dec 2018 21:16:08 +0800 Subject: [PATCH 24/40] add test remotely --- conf/test.config | 12 ++++++------ conf/test_local.config | 38 ++++++++++++++++++++++++++++++++++++++ nextflow.config | 4 ++++ 3 files changed, 48 insertions(+), 6 deletions(-) create mode 100644 conf/test_local.config diff --git a/conf/test.config b/conf/test.config index 4429205..0a19c2d 100644 --- a/conf/test.config +++ b/conf/test.config @@ -16,12 +16,12 @@ params { User setting options (mandatory) */ // input file and genome reference() - reads = 'Fastq/*_{1,2}.fq.gz' - fasta = './Genome/chrX.fa' - design = './design.file' - hisat2_index = "./Genome/hisat2Index/chrX" - gencode_annotation_gtf = "Genome/gencode.v25.annotation.chrX.gtf" - lncipedia_gtf = "./Genome/lncipedia_4_0.chrX.gtf" + reads = 'http://cancerbio.info/pub/lncpipe/testdata/Fastq/*_{1,2}.fastq.gz' + fasta = 'http://cancerbio.info/pub/lncpipe/testdata/Genome/chr22.fa' + design = 'http://cancerbio.info/pub/lncpipe/testdata/design.file' + hisat2_index = "http://cancerbio.info/pub/lncpipe/testdata/Genome/hisat_index/chr22" + gencode_annotation_gtf = "http://cancerbio.info/pub/lncpipe/testdata/Genome/gencode.chr22.gtf" + lncipedia_gtf = "http://cancerbio.info/pub/lncpipe/testdata/Genome/lncipedia.chr22.gtf" /* User setting options (optional) diff --git a/conf/test_local.config b/conf/test_local.config new file mode 100644 index 0000000..3a5c91d --- /dev/null +++ b/conf/test_local.config @@ -0,0 +1,38 @@ +/* + * ------------------------------------------------- + * Nextflow config file for running tests + * ------------------------------------------------- + * Defines bundled input files and everything required + * to run a fast and simple test. Use as follows: + * nextflow run nf-core/lncpipe -profile test + */ + +params { + max_cpus = 2 + max_memory = 6.GB + max_time = 48.h + // Input data + /* + User setting options (mandatory) + */ +// input file and genome reference() + reads = 'Fastq/*_{1,2}.fastq.gz' + fasta = './Genome/chr22.fa' + design = './design.file' + hisat2_index = "./Genome/hisat_index/chr22" + gencode_annotation_gtf = "Genome/gencode.chr22.gtf" + lncipedia_gtf = "./Genome/lncipedia.chr22.gtf" + +/* + User setting options (optional) + */ + + //other setting + + +/* +Don't modify when using docker image +*/ + cpatpath ='/opt/CPAT-1.2.3' + +} diff --git a/nextflow.config b/nextflow.config index cee9676..04f9e1d 100644 --- a/nextflow.config +++ b/nextflow.config @@ -82,6 +82,10 @@ profiles { includeConfig 'conf/base.config' includeConfig 'conf/test.config' } + test { + includeConfig 'conf/base.config' + includeConfig 'conf/test_local.config' + } debug { process.beforeScript = 'echo $HOSTNAME' } none { // Don't load any config (for use with custom home configs) From 3edee3160e078d9820d0f991b302a677e9e14834 Mon Sep 17 00:00:00 2001 From: likelet Date: Wed, 5 Dec 2018 13:26:00 +0000 Subject: [PATCH 25/40] rename main file --- main.nf => Main.nf | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename main.nf => Main.nf (100%) diff --git a/main.nf b/Main.nf similarity index 100% rename from main.nf rename to Main.nf From 4fba49b87fe8f3ed4be88c629b2f129a5ffbb9ae Mon Sep 17 00:00:00 2001 From: likelet Date: Wed, 5 Dec 2018 13:50:18 +0000 Subject: [PATCH 26/40] modify travis --- .travis.yml | 4 ++++ Main.nf | 14 +++++++------- conf/test.config | 12 ++++++------ conf/test_local.config | 38 -------------------------------------- nextflow.config | 4 ---- 5 files changed, 17 insertions(+), 55 deletions(-) delete mode 100644 conf/test_local.config diff --git a/.travis.yml b/.travis.yml index f4ac587..28def09 100644 --- a/.travis.yml +++ b/.travis.yml @@ -32,5 +32,9 @@ env: script: # Lint the pipeline code - nf-core lint ${TRAVIS_BUILD_DIR} + # download the test data + - wget http://cancerbio.info/pub/lncpipe/testdata.tar.gz + - tar -xvzf testdata.tar.gz + - cd testdata # Run the pipeline with the test profile - nextflow run ${TRAVIS_BUILD_DIR} -profile test,docker diff --git a/Main.nf b/Main.nf index 408a742..441a014 100755 --- a/Main.nf +++ b/Main.nf @@ -73,7 +73,7 @@ if (params.help) { print_purple(' Nextflow run LncRNAanalysisPipe.nf \n') + print_yellow(' General arguments: Input and output setting\n') + - print_cyan(' --input_folder ') + print_green('Path to input data(optional), current path default\n') + + print_cyan(' --inputdir ') + print_green('Path to input data(optional), current path default\n') + print_cyan(' --reads <*_fq.gz> ') + print_green('Filename pattern for pairing raw reads, e.g: *_{1,2}.fastq.gz for paired reads\n') + print_cyan(' --out_folder ') + print_green('The output directory where the results will be saved(optional), current path is default\n') + print_cyan(' --aligner ') + print_green('Aligner for reads mapping (optional),"hisat"(defalt)/"star"/"tophat"\n') + @@ -112,7 +112,7 @@ if (params.help) { //check parameters /* -allowed_params = ["input_folder","reads","out_folder","aligner","qctools","detools","quant", +allowed_params = ["inputdir","reads","out_folder","aligner","qctools","detools","quant", "merged_gtf","design","singleEnd","unstrand", "fasta","gencode_annotation_gtf","lncipedia_gtf", "lncRep_Output", "lncRep_theme","lncRep_min_expressed_sample", @@ -126,7 +126,7 @@ params.each { entry -> */ //default values -params.input_folder = './' +params.inputdir = '' params.outdir = './' params.multiqc_config = "$baseDir/assets/multiqc_config.yaml" // for generate qc and alignment result params.merged_gtf = null// dose merged_gtf provided @@ -144,7 +144,7 @@ log.info print_yellow("Fastq file extension: ") + print_green(params.r log.info print_yellow("Design file: ") + print_green(params.design) log.info print_yellow("Single end : ") + print_green(params.singleEnd) log.info print_yellow("skip annotation process: ") + print_green(params.skip_combine) -log.info print_yellow("Input folder: ") + print_green(params.input_folder) +log.info print_yellow("Input folder: ") + print_green(params.inputdir) log.info print_yellow("Output folder: ") + print_green(params.outdir) log.info print_yellow("Genome sequence location: ") + print_green(params.fasta) log.info print_yellow("STAR index path: ") + print_green(params.star_index) @@ -173,7 +173,7 @@ if(params.aligner=='star'){ .ifEmpty { exit 1, "bowtie2 index for tophat not found: ${params.bowtie2_index}" } } -input_folder = file(params.input_folder) +inputdir = params.inputdir multiqc_config = file(params.multiqc_config) /* @@ -336,7 +336,7 @@ if (!params.merged_gtf) { println print_purple("Analysis from fastq file") //Match the pairs on two channels - reads = params.input_folder + params.reads + reads = params.inputdir + params.reads /* * Step 3: QC (FastQC/AfterQC/Fastp) of raw reads @@ -793,7 +793,7 @@ else { } // add fastq when do quantification - reads = params.input_folder + params.reads + reads = params.inputdir + params.reads if (params.qctools == 'fastqc') { Channel.fromFilePairs(reads, size: params.singleEnd ? 1 : 2) .ifEmpty { diff --git a/conf/test.config b/conf/test.config index 0a19c2d..3a5c91d 100644 --- a/conf/test.config +++ b/conf/test.config @@ -16,12 +16,12 @@ params { User setting options (mandatory) */ // input file and genome reference() - reads = 'http://cancerbio.info/pub/lncpipe/testdata/Fastq/*_{1,2}.fastq.gz' - fasta = 'http://cancerbio.info/pub/lncpipe/testdata/Genome/chr22.fa' - design = 'http://cancerbio.info/pub/lncpipe/testdata/design.file' - hisat2_index = "http://cancerbio.info/pub/lncpipe/testdata/Genome/hisat_index/chr22" - gencode_annotation_gtf = "http://cancerbio.info/pub/lncpipe/testdata/Genome/gencode.chr22.gtf" - lncipedia_gtf = "http://cancerbio.info/pub/lncpipe/testdata/Genome/lncipedia.chr22.gtf" + reads = 'Fastq/*_{1,2}.fastq.gz' + fasta = './Genome/chr22.fa' + design = './design.file' + hisat2_index = "./Genome/hisat_index/chr22" + gencode_annotation_gtf = "Genome/gencode.chr22.gtf" + lncipedia_gtf = "./Genome/lncipedia.chr22.gtf" /* User setting options (optional) diff --git a/conf/test_local.config b/conf/test_local.config deleted file mode 100644 index 3a5c91d..0000000 --- a/conf/test_local.config +++ /dev/null @@ -1,38 +0,0 @@ -/* - * ------------------------------------------------- - * Nextflow config file for running tests - * ------------------------------------------------- - * Defines bundled input files and everything required - * to run a fast and simple test. Use as follows: - * nextflow run nf-core/lncpipe -profile test - */ - -params { - max_cpus = 2 - max_memory = 6.GB - max_time = 48.h - // Input data - /* - User setting options (mandatory) - */ -// input file and genome reference() - reads = 'Fastq/*_{1,2}.fastq.gz' - fasta = './Genome/chr22.fa' - design = './design.file' - hisat2_index = "./Genome/hisat_index/chr22" - gencode_annotation_gtf = "Genome/gencode.chr22.gtf" - lncipedia_gtf = "./Genome/lncipedia.chr22.gtf" - -/* - User setting options (optional) - */ - - //other setting - - -/* -Don't modify when using docker image -*/ - cpatpath ='/opt/CPAT-1.2.3' - -} diff --git a/nextflow.config b/nextflow.config index 04f9e1d..cee9676 100644 --- a/nextflow.config +++ b/nextflow.config @@ -82,10 +82,6 @@ profiles { includeConfig 'conf/base.config' includeConfig 'conf/test.config' } - test { - includeConfig 'conf/base.config' - includeConfig 'conf/test_local.config' - } debug { process.beforeScript = 'echo $HOSTNAME' } none { // Don't load any config (for use with custom home configs) From 25169478411bb7cac48dc2f4df64d11042d8d364 Mon Sep 17 00:00:00 2001 From: likelet Date: Wed, 5 Dec 2018 14:09:13 +0000 Subject: [PATCH 27/40] update continaer --- nextflow.config | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/nextflow.config b/nextflow.config index cee9676..02ad83c 100644 --- a/nextflow.config +++ b/nextflow.config @@ -1,7 +1,5 @@ - - params { - container = 'likelet/lncpipe:latest' // Container slug. Stable releases should specify release tag! + container = 'nfcore/lncpipe:dev' help = false clusterOptions = false species="human"// mouse , zebrafish, fly From e19dca52a322b45c03d1d1b001e99d72b625c27e Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 5 Dec 2018 23:23:01 +0800 Subject: [PATCH 28/40] Update .travis.yml --- .travis.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 28def09..5ce1cbb 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,9 +11,9 @@ before_install: # PRs to master are only ok if coming from dev branch - '[ $TRAVIS_PULL_REQUEST = "false" ] || [ $TRAVIS_BRANCH != "master" ] || ([ $TRAVIS_PULL_REQUEST_SLUG = $TRAVIS_REPO_SLUG ] && [ $TRAVIS_PULL_REQUEST_BRANCH = "dev" ])' # Pull the docker image first so the test doesn't wait for this - - docker pull nfcore/lncpipe + - docker pull nfcore/lncpipe:dev # Fake the tag locally so that the pipeline runs properly - - docker tag nfcore/lncpipe nfcore/lncpipe:latest + - docker tag nfcore/lncpipe nfcore/lncpipe:dev install: # Install Nextflow From df3e1c7734961f1dd3e650a2b99d31d77bb21679 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 5 Dec 2018 23:32:41 +0800 Subject: [PATCH 29/40] Update .travis.yml --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 5ce1cbb..0568bb0 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,7 +11,7 @@ before_install: # PRs to master are only ok if coming from dev branch - '[ $TRAVIS_PULL_REQUEST = "false" ] || [ $TRAVIS_BRANCH != "master" ] || ([ $TRAVIS_PULL_REQUEST_SLUG = $TRAVIS_REPO_SLUG ] && [ $TRAVIS_PULL_REQUEST_BRANCH = "dev" ])' # Pull the docker image first so the test doesn't wait for this - - docker pull nfcore/lncpipe:dev + - docker pull nfcore/lncpipe # Fake the tag locally so that the pipeline runs properly - docker tag nfcore/lncpipe nfcore/lncpipe:dev From f69af1bade42577cde16daaceee1066d5444c31c Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Wed, 5 Dec 2018 23:38:23 +0800 Subject: [PATCH 30/40] Update .travis.yml --- .travis.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 0568bb0..dfc6786 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,9 +11,9 @@ before_install: # PRs to master are only ok if coming from dev branch - '[ $TRAVIS_PULL_REQUEST = "false" ] || [ $TRAVIS_BRANCH != "master" ] || ([ $TRAVIS_PULL_REQUEST_SLUG = $TRAVIS_REPO_SLUG ] && [ $TRAVIS_PULL_REQUEST_BRANCH = "dev" ])' # Pull the docker image first so the test doesn't wait for this - - docker pull nfcore/lncpipe + - docker pull nfcore/lncpipe:dev # Fake the tag locally so that the pipeline runs properly - - docker tag nfcore/lncpipe nfcore/lncpipe:dev + - docker tag nfcore/lncpipe:dev nfcore/lncpipe:dev install: # Install Nextflow From 59d2172932a505d9168b5d74096be2cc3048bb74 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Thu, 6 Dec 2018 00:10:30 +0800 Subject: [PATCH 31/40] Update .travis.yml --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index dfc6786..4e0d390 100644 --- a/.travis.yml +++ b/.travis.yml @@ -27,7 +27,7 @@ install: env: - NXF_VER='0.32.0' # Specify a minimum NF version that should be tested and work - - NXF_VER='' # Plus: get the latest NF version and check that it works + # - NXF_VER='' # Plus: get the latest NF version and check that it works script: # Lint the pipeline code From 5508ad35f56feab1a86c93dced191e890ed2fa8b Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Thu, 6 Dec 2018 23:43:38 +0800 Subject: [PATCH 32/40] Update Main.nf --- Main.nf | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Main.nf b/Main.nf index 441a014..8455e5f 100755 --- a/Main.nf +++ b/Main.nf @@ -54,7 +54,7 @@ version="v0.2.44" // Nextflow Version check if( !nextflow.version.matches('0.30+') ) { println print_yellow("This workflow requires Nextflow version 0.26 or greater -- You are running version ")+ 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/output.md b/docs/output.md index add49bc..76c0b0c 100644 --- a/docs/output.md +++ b/docs/output.md @@ -60,13 +60,83 @@ Plz see a detailed illustration in our [literature](https://linkinghub.elsevier. * zip file containing the FastQC report, tab-delimited data file and plot images +**Output directory: `results/Combined_annotations`** + +* `known.lncRNA.gtf` + * known lncRNA gene annotation file from provided `GTF` files, can be stored for further comparison +* `gencode_protein_coding.gtf` + * known protein coding gene annotation file from provided `GTF` files +* `*_mod.gtf` (less information ) + * formatted GTF from the provided `GTF` files by users + +**Output directory: `results/*_alignment`** + +* `*_summary.txt` + * alignment summary files generated by aligner such as tophat, hisat2 and STAR. A typical content are as follow: + ``` + 453727 reads; of these: + 453727 (100.00%) were paired; of these: + 434333 (95.73%) aligned concordantly 0 times + 19339 (4.26%) aligned concordantly exactly 1 time + 55 (0.01%) aligned concordantly >1 times + ---- + 434333 pairs aligned concordantly 0 times; of these: + 279639 (64.38%) aligned discordantly 1 time + ---- + 154694 pairs aligned 0 times concordantly or discordantly; of these: + 309388 mates make up the pairs; of these: + 4095 (1.32%) aligned 0 times + 303301 (98.03%) aligned exactly 1 time + 1992 (0.64%) aligned >1 times + 99.55% overall alignment rate + ``` +* `*sort.bam` + * alignment result in bam format. + **Output directory: `results/Identified_lncRNA`** -**Output directory: `results/LncReporter`** +* `*all_lncRNA_for_classifier.gtf ` + * A final identified lncRNA `GTF` that contains both known lncRNA and novel lncRNAs. It also includes the lncRNA relative position to the nearest genes. + +* `final_all.gtf ` + * A `GTF` that contains both lncRNA and protein coding RNA. It includes the lncRNA relative position to the nearest genes. + +* `lncRNA.fa ` + * All lncRNA sequences in `fasta` format + +* `protein_coding.fa` + * All protein sequences in `fasta` format + +* `final_all.fa` + * All protein + lncRNA sequences in `fasta` format + +* `lncRNA_classification.txt` + * A detailed classification of all lncRNAs according to their coordinate in the chromosome. A detailed illustration of the lncRNA class are shown below + ![image](img/classification.svg) + +* `lncRNA.mapping.file` + * In the output file, we renamed all lncRNA according their nearest gene for both known and new identified genes. This file contains the name map information between changed name and origin name of the known lncRNAs. + + + +**Output directory: `results/LncPipeReports`** + + * LncPipeReporter generated report, plz open the reporter.html directly. + +**Output directory: `results/Merged_assemblies`** + + * `merged.gtf ` + * Initial merged GTF by merge assemblies from individual sample. Can be used as input of `--merged_gtf` parameter + +**Output directory: `results/Quantification`** + +* `kallisto.count.txt ` + * reads count matrix at gene level with each line represent a gene and each column represent a sample. NOTE: The second column recorded the gene type, e.g. `proten_coding` or `known` lncRNA or `novel` lncRNA that were not included in the provided gtf + +* `kallisto.tpm.txt` + * expression matrix at gene level in `TPM` format. A detailed explanation of TPM can be found in [here](https://haroldpimentel.wordpress.com/2014/05/08/what-the-fpkm-a-review-rna-seq-expression-units/) + -**Output directory: `results/Identified_lncRNA`** -**Output directory: `results/Quantification`** -**Output directory: `results/*_alignment`** From 003ca6aed2fd4678425b1c2f94308a7fbd444df4 Mon Sep 17 00:00:00 2001 From: likelet Date: Tue, 11 Dec 2018 17:03:30 +0800 Subject: [PATCH 34/40] update usage document --- docs/usage.md | 90 +++++++++++++++++++++++++++++++++++++-------------- 1 file changed, 65 insertions(+), 25 deletions(-) diff --git a/docs/usage.md b/docs/usage.md index 241a7d7..7bdffc9 100644 --- a/docs/usage.md +++ b/docs/usage.md @@ -14,6 +14,7 @@ * [`none`](#none) * [`--reads`](#--reads) * [`--singleEnd`](#--singleend) + * [`--unstrand`](#--unstrand) * [Reference Genomes](#reference-genomes) * [`--genome`](#--genome) * [`--fasta`](#--fasta) @@ -64,6 +65,41 @@ results # Finished results (configurable, see below) # Other nextflow hidden files, eg. history of pipeline runs and old logs. ``` +## Prepare Input file + +* Reference files for humans + + 1. hisat index built from Genome: + http://cancerbio.info/pub/hg38_hisat_index.tar.gz + + 2. Genome reference: + ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_27/GRCh38.p10.genome.fa.gz + + 3. GENCODE gene annotation: + ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_27/gencode.v27.annotation.gtf.gz + + 4. LNCipedia gene annotation: + https://lncipedia.org/downloads/lncipedia_5_0_hc_hg38.gtf + + 5. Raw sequence file with \*.fastq.gz / \*.fq.gz suffixed + + 6. `design` file (optional) + +* Reference files for mouse + + 1. hisat index built from Genome + + 2. Genome reference: + ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M16/GRCm38.p5.genome.fa.gz + + 3. GENCODE gene annotation: + ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M16/gencode.vM16.annotation.gtf.gz + + 4. Raw sequence file with \*.fastq.gz / \*.fq.gz suffixed + + 5. `design` file (optional) + + ### Updating the pipeline When you run the above command, Nextflow automatically pulls the pipeline code from GitHub and stores it as a cached version. When running the pipeline after this, it will always use the cached version if available - even if the pipeline has been updated since. To make sure that you're running the latest version of the pipeline, make sure that you regularly update the cached version of the pipeline: @@ -101,6 +137,7 @@ Use this parameter to choose a configuration profile. Profiles can give configur * `test` * A profile with a complete configuration for automated testing * Includes links to test data so needs no other parameters + * NOTE: in lncPipe, test data should be downloaded separately, plz see details in [here]() * `none` * No configuration at all. Useful if you want to build your own config from scratch and want to avoid loading in the default `base` config profile (not recommended). @@ -131,38 +168,24 @@ It is not possible to run a mixture of single-end and paired-end files in one ru ## Reference Genomes -The pipeline config files come bundled with paths to the illumina iGenomes reference index files. If running with docker or AWS, the configuration is set up to use the [AWS-iGenomes](https://ewels.github.io/AWS-iGenomes/) resource. +The lncPipe currently support `human` species only, other species will be supported in the near feature. -### `--genome` (using iGenomes) -There are 31 different species supported in the iGenomes references. To run the pipeline, you must specify which to use with the `--genome` flag. +We recommended users adopted the reference file from [GENCODE](https://www.gencodegenes.org/) -You can find the keys to specify the genomes in the [iGenomes config file](../conf/igenomes.config). Common genomes that are supported are: -* Human - * `--genome GRCh37` -* Mouse - * `--genome GRCm38` -* _Drosophila_ - * `--genome BDGP6` -* _S. cerevisiae_ - * `--genome 'R64-1-1'` +## Annotation file -> There are numerous others - check the config file for more. +### `--gencode_annotation_gtf` +An annotation file from GENCODE database for annotating lncRNAs(required if not set in config file). e.g. [gencode.v26.annotation.gtf](ftp://ftp.sanger.ac.uk/pub/gencode/Gencode_human/release_26/gencode.v26.annotation.gtf.gz) -Note that you can use the same configuration setup to save sets of reference files for your own use, even if they are not part of the iGenomes resource. See the [Nextflow documentation](https://www.nextflow.io/docs/latest/config.html) for instructions on where to save such a file. +### `--lncipedia_gtf` +An annotation file from LNCipedia database for annotating lncRNAs(required if not set in config file) e.g. [lncipedia_4_0_hc_hg38.gtf](http://www.lncipedia.org/downloads/lncipedia_4_0_hc_hg38.gtf) | -The syntax for this reference configuration is as follows: +### `--star_index/--bowtie2_index/--hisat2_index` + +> This parameter is *required* when not configured in nextflow.config file. It specify the star/tophat/hisat2(mutually exclusive) index folder built before running [LncPipe](https://github.com/likelet/LncPipe) . +If you don't know what it is?You can use `--fasta` to specify the reference sequence data. The index file would be built by [LncPipe](https://github.com/likelet/LncPipe) automatically. -```nextflow -params { - genomes { - 'GRCh37' { - fasta = '' // Used if no star index given - } - // Any number of additional genomes, key is used with --genome - } -} -``` ### `--fasta` If you prefer, you can specify the full path to your reference genome when you run the pipeline: @@ -171,6 +194,23 @@ If you prefer, you can specify the full path to your reference genome when you r --fasta '[path to Fasta reference]' ``` +### `--design` +> Experimental design file matrix for differential expression analysis. Default: `null` +Format: + + WT:Sample1,Sample2,Sample3 + KO:Sample1,Sample2,Sample3 + +While `KO/WT` represents the two experimental condition, and sample1, sample2, sample3 are replicates which should be comma-delimited in the same line . + +For sample names, it should be the sample as the prefix of fastq files which was trimmed by `--fastq_ext`. + +For example: + + if fastq file names are `Sample1_1.fq.gz, Sample1_2.fq.gz` that comes from one sample and your `--fastq_ext` is set as `*_{1,2}.fq.gz`, the sample name +should be Sample1. + + ## Job Resources ### Automatic resubmission Each step in the pipeline has a default set of requirements for number of CPUs, memory and time. For most of the steps in the pipeline, if the job exits with an error code of `143` (exceeded requested resources) it will automatically resubmit with higher requests (2 x original, then 3 x original). If it still fails after three times then the pipeline is stopped. From c1ff62f61fbd450e1b0a79a828708393d01feb25 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Tue, 11 Dec 2018 17:58:13 +0800 Subject: [PATCH 35/40] update docker file "LABEL maintainer" --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 90e508c..ac17fb6 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,6 +1,6 @@ FROM nfcore/base -MAINTAINER Qi Zhao +LABEL maintainer="zhaoqi@sysucc.org.cn" LABEL authors="zhaoqi@sysucc.org.cn" \ description="Docker image containing all requirements for the nfcore/lncpipe pipeline" From d396a8f467305c74e055f906a7ff46ead76d5569 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Tue, 19 Feb 2019 10:05:53 +0800 Subject: [PATCH 36/40] Update Main.nf rename the process name that solved the duplicated processed error by updated Nextflow version from 0.18 --- Main.nf | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/Main.nf b/Main.nf index 8455e5f..3460482 100755 --- a/Main.nf +++ b/Main.nf @@ -800,7 +800,7 @@ else { exit 1, print_red("Fastq file not found, plz check your file path : ${reads}\n") } .into { reads_for_fastqc; readPairs_for_discovery;readPairs_for_kallisto} - process Run_fastQC { + process Run_fastQC_2 { tag { fastq_tag } label 'qc' @@ -825,7 +825,7 @@ else { exit 1, print_red("Fastq file not found : ${reads}\nPlz check your reads string in nextflow.config file \n") } .set { reads_for_fastqc} - process Run_afterQC { + process Run_afterQC_2 { tag { fastq_tag } label 'qc' @@ -858,7 +858,7 @@ else { exit 1, print_red("Fastq file not found : ${reads}\nPlz check your reads string in nextflow.config file \n") } .set { reads_for_fastqc} - process Run_FastP { + process Run_FastP_2 { tag { fastq_tag } label 'qc' @@ -1383,7 +1383,7 @@ if(!params.merged_gtf){ if(params.quant=="htseq"){ exit 0, print_red("htseq can not be applicable without mapping step, plz set quant tool using `kallisto`") }else { - process Build_kallisto_index_of_GTF_for_quantification { + process Build_kallisto_index_of_GTF_for_quantification_2 { input: @@ -1400,7 +1400,7 @@ if(!params.merged_gtf){ ''' } constant_kallisto_index = final_kallisto_index.first() - process Run_kallisto_for_quantification { + process Run_kallisto_for_quantification_2 { tag { file_tag } @@ -1521,7 +1521,7 @@ if(design!=null){ """ } }else{ - process Run_LncPipeReporter { + process Run_LncPipeReporter_2 { tag { file_tag } publishDir pattern: "LncPipeReports", path: "${params.outdir}/", mode: 'copy' @@ -1545,7 +1545,7 @@ if(design!=null){ } }else{ - if(!params.merged_gtf) { + if(!params.design) { process Run_LncPipeReporter_without_Design { tag { file_tag } publishDir pattern: "LncPipeReports", @@ -1567,7 +1567,7 @@ if(design!=null){ """ } }else{ - process Run_LncPipeReporter_without_Design { + process Run_LncPipeReporter_without_Design_2 { tag { file_tag } publishDir pattern: "LncPipeReports", path: "${params.outdir}/", mode: 'copy' From e447ddb626080311d9ee5c9046fa5eb78c70ab55 Mon Sep 17 00:00:00 2001 From: Qi ZHAO Date: Tue, 19 Feb 2019 10:08:03 +0800 Subject: [PATCH 37/40] Update CHANGELOG.md --- CHANGELOG.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 70e77fa..d225e28 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,3 +2,5 @@ ## v1.0dev - Initial release of nf-core/lncpipe, created with the [nf-core](http://nf-co.re/) template. + * add rename the process name that solved the duplicated processed error by update Nextflow version + * fix typos. From ec4c65a800973b6e7b8b24f891b5b7e1dc401931 Mon Sep 17 00:00:00 2001 From: Phil Ewels Date: Wed, 23 Mar 2022 13:45:54 +0100 Subject: [PATCH 38/40] Rename Main.nf to main.nf --- Main.nf => main.nf | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename Main.nf => main.nf (100%) diff --git a/Main.nf b/main.nf similarity index 100% rename from Main.nf rename to main.nf From f49f5d8a584776ebf6d8a2e2f04309fee92d5f44 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Matthias=20H=C3=B6rtenhuber?= Date: Sat, 14 May 2022 07:35:35 +0200 Subject: [PATCH 39/40] Update nextflow.config --- nextflow.config | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nextflow.config b/nextflow.config index 02ad83c..75af978 100644 --- a/nextflow.config +++ b/nextflow.config @@ -112,7 +112,7 @@ manifest { author = 'Qi Zhao, Yu Sun, Zhixiang Zuo' homePage = 'https://github.com/nf-core/lncpipe' description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'Main.nf' + mainScript = 'main.nf' nextflowVersion = '>=0.32.0' version = '1.0dev' } From a4a69e861a8e59cbae7e5504c443d23a4ea0f2f0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Matthias=20H=C3=B6rtenhuber?= Date: Sat, 14 May 2022 09:34:10 +0200 Subject: [PATCH 40/40] Update nextflow.config Co-authored-by: Phil Ewels --- nextflow.config | 1 - 1 file changed, 1 deletion(-) diff --git a/nextflow.config b/nextflow.config index 75af978..0580d9a 100644 --- a/nextflow.config +++ b/nextflow.config @@ -112,7 +112,6 @@ manifest { author = 'Qi Zhao, Yu Sun, Zhixiang Zuo' homePage = 'https://github.com/nf-core/lncpipe' description = 'LncPipe:a Nextflow-based Long non-coding RNA analysis PIPELINE' - mainScript = 'main.nf' nextflowVersion = '>=0.32.0' version = '1.0dev' }

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