Provides functions for estimating statistical power and required sample sizes in differential abundance microbiome studies using negative binomial models. The methods are based on Agronah and Bolker (2025) <doi:10.1371/journal.pone.0318820>. The package includes tools for simulation-based power analysis and sample size estimation using generalized additive models (GAMs), and visualization utilities for exploring the relationship between power, effect size, abundance, and sample size.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | DESeq2, fitdistrplus, rlang, minpack.lm, foreach, tibble, purrr, mixtools, scam, ggplot2, ggrastr, metR, DEoptim, latex2exp, parallel, stats, doParallel |
| Suggests: | rmarkdown, knitr, kableExtra, tidyverse, patchwork, dplyr, rlist |
| Published: | 2026-06-15 |
| DOI: | 10.32614/CRAN.package.power.nb |
| Author: | Michael Agronah |
| Maintainer: | Michael Agronah <michaelagronah at gmail.com> |
| BugReports: | https://github.com/magronah/power.nb/issues |
| License: | MIT + file LICENSE |
| URL: | https://michaelagronah.com/power.nb/ |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | power.nb results |
| Reference manual: | power.nb.html , power.nb.pdf |
| Vignettes: |
Simulation for microbiome power analysis (source, R code) |
| Package source: | power.nb_0.1.0.tar.gz |
| Windows binaries: | r-devel: power.nb_0.1.0.zip, r-release: power.nb_0.1.0.zip, r-oldrel: power.nb_0.1.0.zip |
| macOS binaries: | r-release (arm64): power.nb_0.1.0.tgz, r-oldrel (arm64): power.nb_0.1.0.tgz, r-release (x86_64): power.nb_0.1.0.tgz, r-oldrel (x86_64): power.nb_0.1.0.tgz |
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