Package: Tweedieverse 0.99.0
Tweedieverse: Differential Analysis of Omics Data Based on the Tweedie Distribution
A toolkit for differential analysis of omics data. Implements a CPLM-based statistical workflow built on the Tweedie distribution. Unlike traditional single-omics tools, Tweedieverse is technology-agnostic and can be applied to both count and continuous measurements arising from diverse high-throughput technologies (e.g. transcript abundances from bulk and single-cell RNA-Seq studies in the form of UMI counts or non-UMI counts, microbiome taxonomic and functional profiles in the form of counts or relative abundances, and compound abundance levels or peak intensities from metabolomics and other mass spectrometry-based experiments, among others). The software includes multiple customization options such as the inclusion of random effects and multiple covariates along with several data exploration capabilities and visualization modules in a unified estimation umbrella.
Authors:
Tweedieverse_0.99.0.tar.gz
Tweedieverse_0.99.0.zip(r-4.7-any)Tweedieverse_0.99.0.zip(r-4.6-any)Tweedieverse_0.99.0.zip(r-4.5-any)
Tweedieverse_0.99.0.tgz(r-4.6-any)Tweedieverse_0.99.0.tgz(r-4.5-any)
Tweedieverse_0.99.0.tar.gz(r-4.7-any)Tweedieverse_0.99.0.tar.gz(r-4.6-any)
Tweedieverse_0.99.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
Tweedieverse/json (API)
| # Install 'Tweedieverse' in R: |
| install.packages('Tweedieverse', repos = c('https://biocstaging.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/himelmallick/tweedieverse/issues
differentialexpressionsoftwarevisualizationcellbasedassaysatacseqmicrobiomemassspectrometrysinglecellmetabolomicsmetagenomicsworkflowstepmultiplecomparisonnormalizationregressionrnaseq
Last updated from:a7e3890c12. Checks:1 NOTE, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 234 | ||
| linux-devel | OK | 381 | ||
| source / vignettes | OK | 443 | ||
| linux-release | OK | 366 | ||
| macos-release | OK | 249 | ||
| macos-oldrel | OK | 229 | ||
| windows-devel | OK | 268 | ||
| windows-release | OK | 288 | ||
| windows-oldrel | OK | 280 | ||
| wasm-release | OK | 199 |
Exports:entropymedian_comparison_tweedietheme_omicsEyeTweedieverseTweedieverse_heatmap
Dependencies:abindapeassortheadbackportsbeachmatBHbiglmBiobaseBiocBaseUtilsBiocGenericsBiocNeighborsBiocParallelBiocSingularBiostringsbitopsblusterbootbroomcarcarDatacaToolschemometricsclasscliclustercodacodetoolscolorspacecowplotcplmcpp11crayondata.tableDBIDelayedArrayDEoptimRDerivdigestdoBydplyrdqrnge1071edgeRfarverforeachforecastformatRFormulafracdifffsfutile.loggerfutile.optionsgenericsGenomicRangesggplot2glmmTMBglmnetgluegplotsgtablegtoolshashigraphIRangesirlbaisobanditeratorsjsonliteKernSmoothlabelinglambda.rlarslatticelazyevallifecyclelimmalme4lmerTestlmtestlocfitloggingMaaslin2magrittrMASSMatrixMatrixGenericsMatrixModelsmatrixStatsmclustmetagenomeSeqmetapodmgcvminqamodelrMultiAssayExperimentmvtnormnlmenloptrnnetnumDerivoptparsepbapplypbkrtestpcaPPpermutepheatmappillarpkgconfigplsplyrproxypsclpurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreformulasreshape2rlangrobustbaserpartrsvdS4ArraysS4VectorsS7sandwichScaledMatrixscalesscranscuttleSeqinfoshapeSingleCellExperimentsitmosnowsomSparseArraySparseMstatmodstringistringrSummarizedExperimentsurvivaltibbletidyrtidyselecttidytreetimeDateTMBtreeioTreeSummarizedExperimenttweedieurcautf8vctrsveganviridisLitewithrWrenchXVectoryulab.utilszoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Entropy of a Vector | entropy |
| Median Comparison for Compositionality Adjustment | median_comparison_tweedie |
| Omics-Eye Plot Theme | theme_omicsEye |
| Differential analysis of multi-omics data using Tweedie GLMs | Tweedieverse |
| Plot a Tweedieverse Heatmap | Tweedieverse_heatmap |