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RCM

Fit row-column association models with the negative binomial distribution for the microbiome

Bioconductor version: 3.23 · Package version: 1.28.0

Combine ideas of log-linear analysis of contingency table, flexible response function estimation and empirical Bayes dispersion estimation for explorative visualization of microbiome datasets. The package includes unconstrained as well as constrained analysis. In addition, diagnostic plot to detect lack of fit are available.

Installation

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

BiocManager::install("RCM")

Details

MaintainerStijn Hawinkel <stijn.hawinkel@psb.ugent.be>
AuthorStijn Hawinkel [cre, aut] (ORCID: <https://orcid.org/0000-0002-4501-5180>)
LicenseGPL-2
URLhttps://bioconductor.org/packages/release/bioc/vignettes/RCM/inst/doc/RCMvignette.html/
Bug Reportshttps://github.com/CenterForStatistics-UGent/RCM/issues
Downloads rank319
Source branchRELEASE_3_23
biocViewsDimensionReduction, Metagenomics, Microbiome, Software, Visualization

Documentation

Download

Dependencies

Depends: R (>= 4.5.0)

Imports: RColorBrewer, alabama, edgeR, reshape2, tseries, stats, VGAM, ggplot2 (>= 2.2.1.9000), nleqslv, phyloseq, tensor, MASS, grDevices, graphics, methods

Suggests: knitr, rmarkdown, testthat