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DESCRIPTION
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DESCRIPTION
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Package: simbaR
Type: Package
Title: Simulation of Microbiome Data with Biological Accuracy
Version: 0.5.6
Authors@R: c(person("Jakob", "Wirbel", role = c("aut", "cre"),
email = "[email protected]",
comment = c(ORCID = "0000-0002-4073-3562")),
person("Morgan", "Essex",
email = "[email protected]", role = c("aut")),
person("Sofia", "Forslund",
email = "[email protected]", role = c("aut")),
person("Georg", "Zeller",
email = "[email protected]", role = c("aut")))
Maintainer: Jakob Wirbel <[email protected]>
Description: Based on real microbiome data, the package simulates new metagenomic data by re-sampling real samples and then implants differentially abundant features. Additionally, the package can simulate confounding factors based on metadata variables in the real data. The simulations are stored in an `.h5` file, which is then the basis for downstream benchmarking, involving i) reality assessment of the simulations, ii) testing for differential abundance, and iii) evaluation of the output from differential abundance testing methods. See Wirbel, Essex, et al. for more information on benchmarking differential abundance testing methods <doi:10.1101/2022.05.09.491139>.
Depends:
R (>= 4.3.0),
rhdf5
Imports:
ineq,
labdsv,
vegan,
progress,
pROC,
matrixStats,
phyloseq,
nlme,
ggplot2,
tmvtnorm
Suggests:
knitr,
rmarkdown,
tidyverse,
dplyr,
stringr,
purrr,
patchwork,
BiocStyle,
MASS,
MAST,
edgeR,
exactRankTests,
limma,
coin,
scde,
lmerTest,
fastANCOM,
SingleCellExperiment,
distinct,
corncob,
ANCOMBC,
metagenomeSeq,
LDM,
SIAMCAT,
DESeq2,
LinDA,
ALDEx2,
ZINQ,
gamlss,
gamlss.dist,
mvtnorm,
SpiecEasi,
TailRank,
GUniFrac,
car,
mixOmics,
lmtest
Additional_repositories: https://jakob-wirbel.github.io/drat
VignetteBuilder: knitr
License: GPL-3
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.1