This is the development version of zitools; for the stable release version, see zitools.
Analysis of zero-inflated count dataBioconductor version: Development (3.22)
zitools allows for zero inflated count data analysis by either using down-weighting of excess zeros or by replacing an appropriate proportion of excess zeros with NA. Through overloading frequently used statistical functions (such as mean, median, standard deviation), plotting functions (such as boxplots or heatmap) or differential abundance tests, it allows a wide range of downstream analyses for zero-inflated data in a less biased manner. This becomes applicable in the context of microbiome analyses, where the data is often overdispersed and zero-inflated, therefore making data analysis extremly challenging.
Author: Carlotta Meyring [aut, cre] ORCID: 0009-0000-6201-7615
Maintainer: Carlotta Meyring <carlotta.meyring at uniklinik-freiburg.de>
Citation (from within R, entercitation("zitools")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
# The following initializes usage of Bioc devel
BiocManager::install(version='devel')
BiocManager::install("zitools")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("zitools")
Details biocViews Microbiome, Software, StatisticalMethod Version 1.3.0 In Bioconductor since BioC 3.20 (R-4.4) (0.5 years) License BSD_3_clause + file LICENSE Depends R (>= 4.4.0), methods Imports phyloseq, pscl, ggplot2, MatrixGenerics, SummarizedExperiment, stats, VGAM, matrixStats, tidyr, tibble, dplyr, DESeq2, reshape2, RColorBrewer, magrittr, BiocGenerics, graphics, utils System Requirements URL https://github.com/kreutz-lab/zitools Bug Reports https://github.com/kreutz-lab/zitools/issues See More Package Archives
Follow Installation instructions to use this package in your R session.
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