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_1.17.2.zip(r-4.3)
mitch_1.19.3.tgz(r-4.4-any)mitch_1.17.2.tgz(r-4.3-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_1.17.2.tgz(r-4.3-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'))

Peer review:

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

7.16 score 16 stars 15 scripts 154 downloads 3 mentions 5 exports 93 dependencies

Last updated 25 days agofrom:6550cbb8a2. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 04 2024
R-4.5-winOKDec 04 2024
R-4.5-linuxOKDec 04 2024
R-4.4-winOKDec 04 2024
R-4.4-macOKDec 04 2024
R-4.3-winOKOct 04 2024
R-4.3-macOKOct 04 2024

Exports:gmt_importmitch_calcmitch_importmitch_plotsmitch_report

Dependencies:backportsbase64encbeeswarmbitopsbroombslibcachemcaToolsclicolorspacecommonmarkcorrplotcountrycodecpp11crayondigestdplyrecharts4revaluatefansifarverfastmapfontawesomeforcatsfsgenericsGGallyggplot2ggstatsgluegplotsgridExtragtablegtoolshighrhmshtmltoolshtmlwidgetshttpuvisobandjquerylibjsonlitekableExtraKernSmoothknitrlabelinglaterlatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmepatchworkpillarpkgconfigplyrprettyunitsprogresspromisespurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownrstudioapisassscalesshinysourcetoolsstringistringrsvglitesystemfontstibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxml2xtableyaml

Applying mitch to pathway analysis of Infinium Methylation array data

Rendered frominfiniumMethArrayWorkflow.Rmdusingknitr::rmarkdownon Dec 04 2024.

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

mitch Workflow

Rendered frommitchWorkflow.Rmdusingknitr::rmarkdownon Dec 04 2024.

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