Package: mitch 1.25.0
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:
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
- genesetsExample - Reactome gene sets
- k36a - H3K36ac profile
- k9a - H3K9ac profile
- myImportedData - MyImportedData: Example imported profiles
- myList - MyList: A list of three edgeR results
- resExample - ResExample: Example mitch result
- rna - RNA profile
On BioConductor:mitch-1.25.0(bioc 3.24)mitch-1.24.0(bioc 3.23)
geneexpressiongenesetenrichmentsinglecelltranscriptomicsepigeneticsproteomicsdifferentialexpressionreactomednamethylationmethylationarraydataimportgene-regulationgene-seq-analysispathway-analysis
Last updated from:c194df123d. Checks:1 WARNING, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | WARNING | 414 | ||
| linux-devel-x86_64 | OK | 640 | ||
| source / vignettes | OK | 635 | ||
| linux-release-x86_64 | OK | 581 | ||
| macos-release-arm64 | OK | 292 | ||
| macos-oldrel-arm64 | OK | 408 | ||
| windows-devel | OK | 1760 | ||
| windows-release | OK | 1925 | ||
| windows-oldrel | OK | 1926 | ||
| wasm-release | OK | 376 |
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
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Reactome gene sets | genesetsExample |
| gmt_import | gmt_import |
| H3K36ac profile | k36a |
| H3K9ac profile | k9a |
| mitch: An R package for multi-dimensional pathway enrichment analysis | mitch-package mitch |
| mitch_calc | mitch_calc |
| mitch_import | mitch_import |
| mitch_plots | mitch_plots |
| mitch_report | mitch_report |
| myImportedData: Example imported profiles | myImportedData |
| myList: A list of three edgeR results | myList |
| network_genes | network_genes |
| networkplot | networkplot |
| resExample: Example mitch result | resExample |
| RNA profile | rna |
