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Single cell RNA-seq analysis of pancreatic islets with drug treatment

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Artemether_scRNA

Single cell RNA-seq analysis of pancreatic islets with drug treatment. This is the code used to analyze this dataset.

Structure

Scripts to analyze all data are in src/, see the readme file in this directory for more details. Additional data (i.e. list of marker genes, etc) are in the folder metadata/.

System requirements

The code provided requires the setting of two environmental variables $CODEBASE (where the code is) and $PROCESSED (where the data is and analysis results will be stored). For example:

export CODEBASE="$HOME/code/"
export PROCESSED="$HOME/projects/"

Genome alignments are based on CellRanger (version 2.1.0). Statistical analysis is based on R (version 3.4.0), using the following packages:

  • SoupX (version 0.1.1)
  • Seurat (version 2.0.1)
  • cowplot (version 0.8.0)
  • Rtsne (version 0.13)
  • ROCR (version 1.0-7)
  • gplots (version 3.0.1.1)
  • rhdf5 (version 2.20.0)
  • pryr (version 0.1.4)
  • project.init (version 0.0.1)
  • pheatmap (version 1.0.12)
  • glmnet (version 2.0-18)
  • enrichR (version 1.0)
  • dplyr (version 0.7.2)
  • doMC (version 1.3.4)
  • iterators (version 1.0.12)
  • foreach (version 1.4.3)
  • data.table (version 1.12.2)
  • cellrangerRkit (version 2.0.0)
  • Rmisc (version 1.5)
  • plyr (version 1.8.4)
  • lattice (version 0.20-38)
  • ggplot2 (version 3.1.1)
  • RColorBrewer (version 1.1-2)
  • Matrix (version 1.2-17)

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Single cell RNA-seq analysis of pancreatic islets with drug treatment

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