Package: mitch 1.25.0

Mark Ziemann

mitch: Multi-Contrast Gene Set Enrichment Analysis

mitch is an R package for multi-contrast enrichment analysis. At it’s heart, it uses a rank-MANOVA based statistical approach to detect sets of genes that exhibit enrichment in the multidimensional space as compared to the background. The rank-MANOVA concept dates to work by Cox and Mann (https://doi.org/10.1186/1471-2105-13-S16-S12). mitch is useful for pathway analysis of profiling studies with one, two or more contrasts, or in studies with multiple omics profiling, for example proteomic, transcriptomic, epigenomic analysis of the same samples. mitch is perfectly suited for pathway level differential analysis of scRNA-seq data. We have an established routine for pathway enrichment of Infinium Methylation Array data (see vignette). The main strengths of mitch are that it can import datasets easily from many upstream tools and has advanced plotting features to visualise these enrichments.

Authors:Mark Ziemann [aut, cre, cph], Antony Kaspi [aut, cph]

mitch_1.25.0.tar.gz
mitch_1.25.0.zip(r-4.7)mitch_1.25.0.zip(r-4.6)mitch_1.25.0.zip(r-4.5)
mitch_1.25.0.tgz(r-4.6-any)mitch_1.25.0.tgz(r-4.5-any)
mitch_1.25.0.tar.gz(r-4.7-any)mitch_1.25.0.tar.gz(r-4.6-any)
mitch_1.25.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
mitch/json (API)
NEWS

# Install 'mitch' in R:
install.packages('mitch', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/markziemann/mitch/issues

Datasets:

On BioConductor:mitch-1.25.0(bioc 3.24)mitch-1.24.0(bioc 3.23)

geneexpressiongenesetenrichmentsinglecelltranscriptomicsepigeneticsproteomicsdifferentialexpressionreactomednamethylationmethylationarraydataimportgene-regulationgene-seq-analysispathway-analysis

6.56 score 17 stars 18 scripts 328 downloads 3 mentions 7 exports 94 dependencies

Last updated from:c194df123d. Checks:1 WARNING, 9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksWARNING414
linux-devel-x86_64OK640
source / vignettesOK635
linux-release-x86_64OK581
macos-release-arm64OK292
macos-oldrel-arm64OK408
windows-develOK1760
windows-releaseOK1925
windows-oldrelOK1926
wasm-releaseOK376

Exports:gmt_importmitch_calcmitch_importmitch_plotsmitch_reportnetwork_genesnetworkplot

Dependencies:backportsbase64encbeeswarmbitopsbroombslibcachemcaToolsclicodacommonmarkcorrplotcountrycodecpp11crayondigestdplyrecharts4revaluatefarverfastmapfontawesomeforcatsfsgenericsGGallyggplot2ggstatsgluegplotsgridExtragtablegtoolshighrhmshtmltoolshtmlwidgetshttpuvisobandjquerylibjsonlitekableExtraKernSmoothknitrlabelinglaterlatticelifecyclemagrittrMASSMatrixmemoisemimenetworkotelpatchworkpillarpkgconfigplyrprettyunitsprogresspromisespurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownrstudioapiS7sassscalesshinysourcetoolsstatnet.commonstringistringrsvglitesystemfontstextshapingtibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxml2xtableyaml

Applying mitch to pathway analysis of Infinium Methylation array data

Rendered frominfiniumMethArrayWorkflow.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2025-03-31
Started: 2024-02-19

mitch Workflow

Rendered frommitchWorkflow.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2025-03-31
Started: 2019-10-06