OUTRIDER: OUTRIDER - OUTlier in RNA-Seq fInDER

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.

Package details

AuthorFelix Brechtmann [aut], Christian Mertes [aut, cre], Agne Matuseviciute [aut], Michaela Fee Müller [ctb], Vicente Yepez [aut], Julien Gagneur [aut]
Bioconductor views Alignment GeneExpression Genetics ImmunoOncology RNASeq Sequencing Transcriptomics
MaintainerChristian Mertes <mertes@in.tum.de>
LicenseMIT + file LICENSE
Version1.8.0
URL https://github.com/gagneurlab/OUTRIDER
Package repositoryView on Bioconductor
Installation Install the latest version of this package by entering the following in R:
if (!requireNamespace("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("OUTRIDER")

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OUTRIDER documentation built on Nov. 8, 2020, 5:16 p.m.