This is the released version of dearseq; for the devel version, see dearseq.
Differential Expression Analysis for RNA-seq data through a robust variance component testBioconductor version: Release (3.21)
Differential Expression Analysis RNA-seq data with variance component score test accounting for data heteroscedasticity through precision weights. Perform both gene-wise and gene set analyses, and can deal with repeated or longitudinal data. Methods are detailed in: i) Agniel D & Hejblum BP (2017) Variance component score test for time-course gene set analysis of longitudinal RNA-seq data, Biostatistics, 18(4):589-604 ; and ii) Gauthier M, Agniel D, Thiébaut R & Hejblum BP (2020) dearseq: a variance component score test for RNA-Seq differential analysis that effectively controls the false discovery rate, NAR Genomics and Bioinformatics, 2(4):lqaa093.
Author: Denis Agniel [aut], Boris P. Hejblum [aut, cre] ORCID: 0000-0003-0646-452X , Marine Gauthier [aut], Mélanie Huchon [ctb]
Maintainer: Boris P. Hejblum <boris.hejblum at u-bordeaux.fr>
Citation (from within R, entercitation("dearseq")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("dearseq")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("dearseq")
Details biocViews BiomedicalInformatics, CellBiology, DNASeq, DifferentialExpression, GeneExpression, GeneSetEnrichment, Genetics, ImmunoOncology, KEGG, RNASeq, Regression, Sequencing, Software, SystemsBiology, TimeCourse, Transcription, Transcriptomics Version 1.20.0 In Bioconductor since BioC 3.11 (R-4.0) (5 years) License GPL-2 | file LICENSE Depends R (>= 3.6.0) Imports CompQuadForm, dplyr, ggplot2, KernSmooth, magrittr, matrixStats, methods, patchwork, parallel, pbapply, reshape2, rlang, scattermore, stats, statmod, survey, tibble, viridisLite System Requirements URL Bug Reports https://github.com/borishejblum/dearseq/issues See More Suggests Biobase, BiocManager, BiocSet, edgeR, DESeq2, GEOquery, GSA, knitr, limma, readxl, rmarkdown, S4Vectors, SummarizedExperiment, testthat, covr Linking To Enhances Depends On Me Imports Me benchdamic Suggests Me GeoTcgaData, TcGSA Links To Me Build Report Build Report Package Archives
Follow Installation instructions to use this package in your R session.
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