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zitools

This is thereleased version of zitools; for the devel version, seezitools.

Analysis of zero-inflated count data

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DOI: 10.18129/B9.bioc.zitools


Bioconductor version: Release (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 iD 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")BiocManager::install("zitools")

For older versions of R, please refer to the appropriateBioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("zitools")
An Introduction to zitoolsPDFR Script
Reference ManualPDF
NEWSText
LICENSEText

Need some help? Ask on the Bioconductor Support site!

Details

biocViewsMicrobiome,Software,StatisticalMethod
Version1.4.0
In Bioconductor sinceBioC 3.20 (R-4.4) (1 year)
LicenseBSD_3_clause + fileLICENSE
DependsR (>= 4.4.0), methods
Importsphyloseq,pscl,ggplot2,MatrixGenerics,SummarizedExperiment, stats,VGAM,matrixStats,tidyr,tibble,dplyr,DESeq2,reshape2,RColorBrewer,magrittr,BiocGenerics, graphics, utils
System Requirements
URLhttps://github.com/kreutz-lab/zitools
Bug Reportshttps://github.com/kreutz-lab/zitools/issues
See More
Suggestsknitr,rmarkdown,BiocStyle,testthat (>= 3.0.0),tidyverse,microbiome
Linking To
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build ReportBuild Report

Package Archives

FollowInstallation instructions to use this package in your R session.

Source Packagezitools_1.4.0.tar.gz
Windows Binary (x86_64) zitools_1.4.0.zip (64-bit only)
macOS Binary (x86_64)zitools_1.4.0.tgz
macOS Binary (arm64)zitools_1.4.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/zitools
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/zitools
Bioc Package Browserhttps://code.bioconductor.org/browse/zitools/
Package Short Urlhttps://bioconductor.org/packages/zitools/
Package Downloads ReportDownload Stats

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