variancePartition
This package is for version 3.10 of Bioconductor; for the stable, up-to-date release version, see variancePartition.
Quantify and interpret divers of variation in multilevel gene expression experiments
Bioconductor version: 3.10
Quantify and interpret multiple sources of biological and technical variation in gene expression experiments. Uses a linear mixed model to quantify variation in gene expression attributable to individual, tissue, time point, or technical variables. Includes dream differential expression analysis for repeated measures.
Author: Gabriel E. Hoffman
Maintainer: Gabriel E. Hoffman <gabriel.hoffman at mssm.edu>
citation("variancePartition")):
Installation
To install this package, start R (version "3.6") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("variancePartition")
For older versions of R, please refer to the appropriate Bioconductor release.
Documentation
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("variancePartition")| 1) Tutorial on using variancePartition | R Script | |
| 2) Additional visualizations | HTML | R Script |
| 3) Theory and practice of random effects | R Script | |
| 4) dream: differential expression testing with repeated measures designs | HTML | R Script |
| Reference Manual | ||
| NEWS | Text |
Details
| biocViews | BatchEffect, DifferentialExpression, Epigenetics, FunctionalGenomics, GeneExpression, GeneSetEnrichment, ImmunoOncology, Microarray, Normalization, Preprocessing, QualityControl, RNASeq, Regression, Software, Transcriptomics |
| Version | 1.16.1 |
| In Bioconductor since | BioC 3.2 (R-3.2) (8.5 years) |
| License | GPL (>= 2) |
| Depends | R (>= 3.5.0), ggplot2, limma, foreach, scales, Biobase, methods |
| Imports | MASS, pbkrtest (>= 0.4-4), lmerTest, iterators, splines, colorRamps, BiocParallel, gplots, progress, reshape2, lme4 (>= 1.1-10), doParallel, grDevices, graphics, utils, stats |
| System Requirements | |
| URL |
See More
| Suggests | BiocStyle, knitr, pander, rmarkdown, edgeR, dendextend, tximport, tximportData, ballgown, DESeq2, RUnit, BiocGenerics, r2glmm, readr |
| Linking To | |
| Enhances | |
| Depends On Me | |
| Imports Me | BioMM, muscat |
| Suggests Me | |
| Links To Me | |
| Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
| Source Package | variancePartition_1.16.1.tar.gz |
| Windows Binary | variancePartition_1.16.1.zip |
| Mac OS X 10.11 (El Capitan) | variancePartition_1.16.1.tgz |
| Source Repository | git clone https://git.bioconductor.org/packages/variancePartition |
| Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/variancePartition |
| Bioc Package Browser | https://code.bioconductor.org/browse/variancePartition/ |
| Package Short Url | https://bioconductor.org/packages/variancePartition/ |
| Package Downloads Report | Download Stats |
| Old Source Packages for BioC 3.10 | Source Archive |