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
| Maintainer | Christian Mertes <mertes@in.tum.de> |
| Author | Felix 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>) |
| License | file LICENSE |
| URL | https://github.com/gagneurlab/OUTRIDER |
| Bug Reports | https://github.com/gagneurlab/OUTRIDER/issues |
| Downloads rank | 507 |
| Source branch | RELEASE_3_23 |
| biocViews | Alignment, 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