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Poisson-lognormal generalized linear mixed model analysis of multivariate counts data using MCMC, aiming to infer the changes in relative proportions of individual variables. The package was originally designed for sequence-based analysis of microbial communities ("metabarcoding", variables = operational taxonomic units, OTUs), but can be used for other types of multivariate counts, such as in ecological applications (variables = species). The results are summarized and plotted using 'ggplot2' functions. Includes functions to remove sample and variable outliers and reformat counts into normalized log-transformed values for correlation and principal component/coordinate analysis. Walkthrough and examples: http://www.bio.utexas.edu/research/matz_lab/matzlab/Methods_files/walkthroughExample_mcmcOTU_R.txt.
Version: | 1.0.10 |
Depends: | MCMCglmm, ggplot2, coda |
Published: | 2016-02-12 |
DOI: | 10.32614/CRAN.package.MCMC.OTU |
Author: | Mikhail V. Matz |
Maintainer: | Mikhail V. Matz <matz at utexas.edu> |
License: | GPL-3 |
NeedsCompilation: | no |
CRAN checks: | MCMC.OTU results |
Reference manual: | MCMC.OTU.pdf |
Package source: | MCMC.OTU_1.0.10.tar.gz |
Windows binaries: | r-devel: MCMC.OTU_1.0.10.zip, r-release: MCMC.OTU_1.0.10.zip, r-oldrel: MCMC.OTU_1.0.10.zip |
macOS binaries: | r-release (arm64): MCMC.OTU_1.0.10.tgz, r-oldrel (arm64): MCMC.OTU_1.0.10.tgz, r-release (x86_64): MCMC.OTU_1.0.10.tgz, r-oldrel (x86_64): MCMC.OTU_1.0.10.tgz |
Old sources: | MCMC.OTU archive |
Please use the canonical form https://CRAN.R-project.org/package=MCMC.OTU to link to this page.
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.