OUTRIDER
OUTRIDER - OUTlier in RNA-Seq fInDER
Bioconductor version: Release (3.19)
Identification of aberrant gene expression in RNA-seq data. Read count expectations are modeled by an autoencoder to control for confounders in the data. Given these expectations, the RNA-seq read counts are assumed to follow a negative binomial distribution with a gene-specific dispersion. Outliers are then identified as read counts that significantly deviate from this distribution. Furthermore, OUTRIDER provides useful plotting functions to analyze and visualize the results.
Author: Felix Brechtmann [aut], Christian Mertes [aut, cre] , Agne Matuseviciute [aut], Michaela Fee Müller [ctb], Vicente Yepez [aut], Julien Gagneur [aut]
Maintainer: Christian Mertes <mertes at in.tum.de>
citation("OUTRIDER")
):
Installation
To install this package, start R (version "4.4") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("OUTRIDER")
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("OUTRIDER")
OUTRIDER: OUTlier in RNA-seq fInDER | R Script | |
Reference Manual | ||
NEWS | Text | |
LICENSE | Text |
Details
biocViews | Alignment, GeneExpression, Genetics, ImmunoOncology, RNASeq, Sequencing, Software, Transcriptomics |
Version | 1.22.0 |
In Bioconductor since | BioC 3.8 (R-3.5) (6 years) |
License | MIT + file LICENSE |
Depends | R (>= 3.6), BiocParallel, GenomicFeatures, SummarizedExperiment, data.table, methods |
Imports | BBmisc, BiocGenerics, DESeq2(>= 1.16.1), generics, GenomicRanges, ggplot2, ggrepel, grDevices, heatmaply, pheatmap, graphics, IRanges, matrixStats, plotly, plyr, pcaMethods, PRROC, RColorBrewer, reshape2, S4Vectors, scales, splines, stats, txdbmaker, utils |
System Requirements | |
URL | https://github.com/gagneurlab/OUTRIDER |
Bug Reports | https://github.com/gagneurlab/OUTRIDER/issues |
See More
Suggests | testthat, knitr, rmarkdown, BiocStyle, TxDb.Hsapiens.UCSC.hg19.knownGene, org.Hs.eg.db, RMariaDB, AnnotationDbi, beeswarm, covr, GenomeInfoDb, ggbio, biovizBase |
Linking To | Rcpp, RcppArmadillo |
Enhances | |
Depends On Me | |
Imports Me | FRASER |
Suggests Me | |
Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | OUTRIDER_1.22.0.tar.gz |
Windows Binary | OUTRIDER_1.22.0.zip |
macOS Binary (x86_64) | OUTRIDER_1.22.0.tgz |
macOS Binary (arm64) | OUTRIDER_1.22.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/OUTRIDER |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/OUTRIDER |
Bioc Package Browser | https://code.bioconductor.org/browse/OUTRIDER/ |
Package Short Url | https://bioconductor.org/packages/OUTRIDER/ |
Package Downloads Report | Download Stats |