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OUTRIDER

OUTRIDER - OUTlier in RNA-Seq fInDER

Bioconductor version: 3.23 · Package version: 1.30.0

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.

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("OUTRIDER")

Details

MaintainerChristian Mertes <mertes@in.tum.de>
AuthorFelix Brechtmann [aut] (ORCID: <https://orcid.org/0000-0002-0110-152X>), Christian Mertes [aut, cre] (ORCID: <https://orcid.org/0000-0002-1091-205X>), Agne Matuseviciute [aut], Michaela Fee Müller [ctb], Andrea Raithel [ctb], Vicente Yepez [aut] (ORCID: <https://orcid.org/0000-0001-7916-3643>), Julien Gagneur [aut] (ORCID: <https://orcid.org/0000-0002-8924-8365>)
Licensefile LICENSE
URLhttps://github.com/gagneurlab/OUTRIDER
Bug Reportshttps://github.com/gagneurlab/OUTRIDER/issues
Downloads rank507
Source branchRELEASE_3_23
biocViewsAlignment, GeneExpression, Genetics, ImmunoOncology, RNASeq, Sequencing, Software, Transcriptomics

Documentation

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Dependencies

Depends: R (>= 3.6), BiocParallel, GenomicFeatures, SummarizedExperiment, methods

Imports: BBmisc, BiocGenerics, data.table, DESeq2 (>= 1.16.1), generics, GenomicRanges, ggplot2, ggrepel, graphics, grDevices, heatmaply, IRanges, matrixStats, pcaMethods, pheatmap, plotly, plyr, pracma, PRROC, RColorBrewer, reshape2, RMTstat, S4Vectors, scales, splines, stats, txdbmaker, utils

LinkingTo: Rcpp, RcppArmadillo

Suggests: testthat, knitr, rmarkdown, BiocStyle, TxDb.Hsapiens.UCSC.hg19.knownGene, org.Hs.eg.db, RMariaDB, AnnotationDbi, beeswarm, covr, GenomeInfoDb, ggbio, biovizBase

Reverse dependencies

Imports Me (1): FRASER