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metamicrobiomeR: Microbiome Data Analysis & Meta-Analysis with GAMLSS-BEZI & Random Effects

Generalized Additive Model for Location, Scale and Shape (GAMLSS) with zero inflated beta (BEZI) family for analysis of microbiome relative abundance data (with various options for data transformation/normalization to address compositional effects) and random effects meta-analysis models for meta-analysis pooling estimates across microbiome studies are implemented. Random Forest model to predict microbiome age based on relative abundances of shared bacterial genera with the Bangladesh data (Subramanian et al 2014), comparison of multiple diversity indexes using linear/linear mixed effect models and some data display/visualization are also implemented. The reference paper is published by Ho NT, Li F, Wang S, Kuhn L (2019) <doi:10.1186/s12859-019-2744-2> .

Version: 1.2
Depends: R (≥ 4.0.0), gamlss
Imports: meta, lme4, gdata, plyr, dplyr, tidyr, ggplot2, gridExtra, lmerTest, matrixStats, zCompositions, compositions
Suggests: testthat, RCurl, httr, repmis, jsonlite, knitr, rmarkdown, grDevices, gplots, magrittr, tools, foreign, mgcv, reshape2, caret, randomForest, tsibble, RColorBrewer
Published: 2020-11-09
DOI: 10.32614/CRAN.package.metamicrobiomeR
Author: Nhan Ho [aut, cre]
Maintainer: Nhan Ho <nhanhocumc at gmail.com>
BugReports: https://github.com/nhanhocu/metamicrobiomeR/issues
License: GPL-2
URL: https://github.com/nhanhocu/metamicrobiomeR
NeedsCompilation: no
In views: MetaAnalysis
CRAN checks: metamicrobiomeR results

Documentation:

Reference manual: metamicrobiomeR.pdf
Vignettes: metamicrobiomeR

Downloads:

Package source: metamicrobiomeR_1.2.tar.gz
Windows binaries: r-devel: metamicrobiomeR_1.2.zip, r-release: metamicrobiomeR_1.2.zip, r-oldrel: metamicrobiomeR_1.2.zip
macOS binaries: r-release (arm64): metamicrobiomeR_1.2.tgz, r-oldrel (arm64): metamicrobiomeR_1.2.tgz, r-release (x86_64): metamicrobiomeR_1.2.tgz, r-oldrel (x86_64): metamicrobiomeR_1.2.tgz
Old sources: metamicrobiomeR archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.