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autonomics

Unified Statistical Modeling of Omics Data

Bioconductor version: 3.23 · Package version: 1.20.0

This package unifies access to Statistal Modeling of Omics Data. Across linear modeling engines (lm, lme, lmer, limma, and wilcoxon). Across coding systems (treatment, difference, deviation, etc). Across model formulae (with/without intercept, random effect, interaction or nesting). Across omics platforms (microarray, rnaseq, msproteomics, affinity proteomics, metabolomics). Across projection methods (pca, pls, sma, lda, spls, opls). Across clustering methods (hclust, pam, cmeans). Across survival methods (coxph, survdiff, coin). It provides a fast enrichment analysis implementation.

Installation

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

BiocManager::install("autonomics")

Details

MaintainerAditya Bhagwat <aditya.bhagwat@uni-marburg.de>
AuthorAditya Bhagwat [aut, cre], Richard Cotton [aut], Vanessa Beutgen [ctb], Witold Szymanski [ctb], Shahina Hayat [ctb], Laure Cougnaud [ctb], Hinrich Goehlmann [sad], Karsten Suhre [sad], Johannes Graumann [aut, sad]
LicenseGPL-3
Bug Reportshttps://gitlab.uni-marburg.de/fb20/ag-graumann/software/autonomics/issues
Downloads rank311
Source branchRELEASE_3_23
biocViewsDataImport, DifferentialExpression, DimensionReduction, GeneExpression, GeneSetEnrichment, MassSpectrometry, Metabolomics, Microarray, Preprocessing, PrincipalComponent, Proteomics, RNASeq, Regression, Software, Transcription, Transcriptomics

Documentation

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Dependencies

Depends: R (>= 4.0)

Imports: abind, arrow, BiocFileCache, BiocGenerics, bit64, cluster, codingMatrices, colorspace, data.table, dplyr, edgeR, ggforce, ggplot2, ggrepel, graphics, grDevices, grid, gridExtra, limma, lme4, magrittr, matrixStats, methods, MultiAssayExperiment, parallel, RColorBrewer, rlang, R.utils, readxl, S4Vectors, scales, stats, stringi, SummarizedExperiment, survival, tidyr, tidyselect, tools, utils, vsn

Suggests: affy, AnnotationDbi, AnnotationHub, apcluster, Biobase, BiocManager, BiocStyle, Biostrings, coin, diagram, DBI, e1071, ensembldb, GenomicDataCommons, GenomicRanges, GEOquery, ggstance, ggridges, ggtext, hgu95av2.db, ICSNP, jsonlite, knitr, lmerTest, MASS, mclust, mixOmics, mixtools, mpm, nlme, OlinkAnalyze, org.Hs.eg.db, org.Mm.eg.db, patchwork, pcaMethods, pheatmap, progeny, propagate, RCurl, RSQLite, remotes, rmarkdown, ropls, Rsubread, readODS, rtracklayer, statmod, testthat, UniProt.ws, writexl, XML