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ADAPT

Analysis of Microbiome Differential Abundance by Pooling Tobit Models

Bioconductor version: 3.24 · Package version: 1.7.0

ADAPT carries out differential abundance analysis for microbiome metagenomics data in phyloseq format. It has two innovations. One is to treat zero counts as left censored and use Tobit models for log count ratios. The other is an innovative way to find non-differentially abundant taxa as reference, then use the reference taxa to find the differentially abundant ones.

Installation

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

BiocManager::install("ADAPT")

Details

MaintainerMukai Wang <wangmk@umich.edu>
AuthorMukai Wang [aut, cre] (ORCID: <https://orcid.org/0000-0002-1413-1904>), Simon Fontaine [ctb], Hui Jiang [ctb], Gen Li [aut, ctb]
LicenseMIT + file LICENSE
Downloads rank160
Source branchdevel
biocViewsDifferentialExpression, Metagenomics, Microbiome, MultipleComparison, Normalization, Sequencing, Software

Documentation

Download

Follow the installation instructions to use this package in your R session.

Source packageADAPT_1.7.0.tar.gz
Windows binary (x86_64)ADAPT_1.7.0.zip
Dependencies

Depends: R (>= 4.1.0)

Imports: Rcpp (>= 1.0.8), RcppArmadillo (>= 0.10.8), RcppParallel (>= 5.1.5), phyloseq (>= 1.39.0), methods, stats, ggplot2 (>= 3.4.1), ggrepel (>= 0.9.1)

LinkingTo: Rcpp, RcppArmadillo, RcppParallel

Suggests: rmarkdown (>= 2.11), knitr (>= 1.37), testthat (>= 3.0.0)