Package: mitch 1.19.3

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_1.19.3.tar.gz
mitch_1.19.3.zip(r-4.5)mitch_1.19.3.zip(r-4.4)
mitch_1.19.3.tgz(r-4.5-any)mitch_1.19.3.tgz(r-4.4-any)
mitch_1.19.3.tar.gz(r-4.5-noble)mitch_1.19.3.tar.gz(r-4.4-noble)
mitch_1.19.3.tgz(r-4.4-emscripten)
mitch.pdf |mitch.html
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-1.19.3(bioc 3.21)mitch-1.18.4(bioc 3.20)

geneexpressiongenesetenrichmentsinglecelltranscriptomicsepigeneticsproteomicsdifferentialexpressionreactomednamethylationmethylationarraygene-regulationgene-seq-analysispathway-analysis

7.11 score 16 stars 15 scripts 184 downloads 3 mentions 5 exports 93 dependencies

Last updated 3 months agofrom:6550cbb8a2. Checks:6 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 02 2025
R-4.5-winOKFeb 02 2025
R-4.5-macOKFeb 02 2025
R-4.5-linuxOKFeb 02 2025
R-4.4-winOKFeb 02 2025
R-4.4-macOKFeb 02 2025

Exports:gmt_importmitch_calcmitch_importmitch_plotsmitch_report

Dependencies:backportsbase64encbeeswarmbitopsbroombslibcachemcaToolsclicolorspacecommonmarkcorrplotcountrycodecpp11crayondigestdplyrecharts4revaluatefansifarverfastmapfontawesomeforcatsfsgenericsGGallyggplot2ggstatsgluegplotsgridExtragtablegtoolshighrhmshtmltoolshtmlwidgetshttpuvisobandjquerylibjsonlitekableExtraKernSmoothknitrlabelinglaterlatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmepatchworkpillarpkgconfigplyrprettyunitsprogresspromisespurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownrstudioapisassscalesshinysourcetoolsstringistringrsvglitesystemfontstibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxml2xtableyaml

Applying mitch to pathway analysis of Infinium Methylation array data

Rendered frominfiniumMethArrayWorkflow.Rmdusingknitr::rmarkdownon Feb 02 2025.

Last update: 2024-09-04
Started: 2024-02-19

mitch Workflow

Rendered frommitchWorkflow.Rmdusingknitr::rmarkdownon Feb 02 2025.

Last update: 2024-11-12
Started: 2019-10-06