ADAPT
Analysis of Microbiome Differential Abundance by Pooling Tobit Models
Bioconductor version: 3.23 · Package version: 1.6.0
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
| Maintainer | Mukai Wang <wangmk@umich.edu> |
| Author | Mukai Wang [aut, cre] (ORCID: <https://orcid.org/0000-0002-1413-1904>), Simon Fontaine [ctb], Hui Jiang [ctb], Gen Li [aut, ctb] |
| License | MIT + file LICENSE |
| Downloads rank | 110 |
| Source branch | RELEASE_3_23 |
| biocViews | DifferentialExpression, Metagenomics, Microbiome, MultipleComparison, Normalization, Sequencing, Software |
Documentation
Download
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)