A suite of methods for powerful and robust microbiome data analysis addressing zero-inflation, phylogenetic structure and compositional effects. Includes the LinDA method for differential abundance analysis (Zhou et al. (2022)<doi:10.1186/s13059-022-02655-5>), the BMDD (Bimodal Dirichlet Distribution) method for accurate modeling and imputation of zero-inflated microbiome sequencing data (Zhou et al. (2025)<doi:10.1371/journal.pcbi.1013124>) and compositional sparse CCA methods for microbiome multi-omics data integration (Deng et al. (2024) <doi:10.3389/fgene.2024.1489694>).
| Version: | 1.4 |
| Depends: | R (≥ 3.5.0) |
| Imports: | ggplot2, matrixStats, parallel, stats, utils, Matrix, statmod, MASS, ggrepel, lmerTest, foreach, modeest, dplyr, Rcpp, mlr3, mlr3mbo, bbotk, paradox |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | DiceKriging, randomForest |
| Published: | 2026-03-03 |
| DOI: | 10.32614/CRAN.package.MicrobiomeStat |
| Author: | Xianyang Zhang [aut], Jun Chen [aut, cre], Huijuan Zhou [ctb], Linsui Deng [ctb] |
| Maintainer: | Jun Chen <chen.jun2 at mayo.edu> |
| License: | GPL-3 |
| NeedsCompilation: | yes |
| SystemRequirements: | NLopt library (optional, for high-performance BMDD mode) |
| In views: | CompositionalData |
| CRAN checks: | MicrobiomeStat results |
| Reference manual: | MicrobiomeStat.html , MicrobiomeStat.pdf |
| Package source: | MicrobiomeStat_1.4.tar.gz |
| Windows binaries: | r-devel: MicrobiomeStat_1.4.zip, r-release: MicrobiomeStat_1.4.zip, r-oldrel: MicrobiomeStat_1.4.zip |
| macOS binaries: | r-release (arm64): MicrobiomeStat_1.4.tgz, r-oldrel (arm64): MicrobiomeStat_1.4.tgz, r-release (x86_64): MicrobiomeStat_1.4.tgz, r-oldrel (x86_64): MicrobiomeStat_1.4.tgz |
| Old sources: | MicrobiomeStat archive |
| Reverse suggests: | ggpicrust2 |
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