Package: benchdamic Type: Package Title: Benchmark of differential abundance methods on microbiome data Version: 1.19.0 Authors@R: c(person(given = "Matteo", family = "Calgaro", email = "mcalgaro93@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-3056-518X")), person(given = "Chiara", family = "Romualdi", role = c("aut"), comment = c(ORCID = "0000-0003-4792-9047")), person(given = "Davide", family = "Risso", email = "mcalgaro93@gmail.com", role = c("aut"), comment = c(ORCID = "0000-0001-8508-5012")), person(given = "Nicola", family = "Vitulo", role = c("aut"), comment = c(ORCID = "0000-0002-9571-0747"))) Description: Starting from a microbiome dataset (16S or WMS with absolute count values) it is possible to perform several analysis to assess the performances of many differential abundance detection methods. A basic and standardized version of the main differential abundance analysis methods is supplied but the user can also add his method to the benchmark. The analyses focus on 4 main aspects: i) the goodness of fit of each method's distributional assumptions on the observed count data, ii) the ability to control the false discovery rate, iii) the within and between method concordances, iv) the truthfulness of the findings if any apriori knowledge is given. Several graphical functions are available for result visualization. License: Artistic-2.0 Encoding: UTF-8 Depends: R (>= 4.3.0) Imports: stats, stats4, utils, methods, phyloseq, TreeSummarizedExperiment, BiocParallel, zinbwave, edgeR, DESeq2, limma, ALDEx2, corncob, SummarizedExperiment, MAST, Seurat, ANCOMBC, microbiome, mixOmics, lme4, NOISeq, dearseq, MicrobiomeStat, Maaslin2, maaslin3, GUniFrac, metagenomeSeq, MGLM, ggplot2, RColorBrewer, plyr, reshape2, ggdendro, ggridges, graphics, cowplot, grDevices, tidytext Suggests: knitr, rmarkdown, kableExtra, BiocStyle, magick, SPsimSeq, testthat VignetteBuilder: knitr LazyData: TRUE RoxygenNote: 7.3.3 biocViews: Metagenomics, Microbiome, DifferentialExpression, MultipleComparison, Normalization, Preprocessing, Software BugReports: https://github.com/mcalgaro93/benchdamic/issues Config/pak/sysreqs: cmake libfreetype6-dev libglpk-dev libglu1-mesa-dev make libgsl0-dev texlive libicu-dev libjpeg-dev libpng-dev libuv1-dev libxml2-dev libgl1-mesa-dev libssl-dev python3 libx11-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-04-28 12:57:18 UTC RemoteUrl: https://github.com/bioc/benchdamic RemoteRef: HEAD RemoteSha: 7b7563e6b7c80a038e567c62b6e52401da7615bf NeedsCompilation: no Packaged: 2026-06-19 07:43:53 UTC; root Author: Matteo Calgaro [aut, cre] (ORCID: ), Chiara Romualdi [aut] (ORCID: ), Davide Risso [aut] (ORCID: ), Nicola Vitulo [aut] (ORCID: ) Maintainer: Matteo Calgaro