Package: MultiOmicsBridge 0.99.0
MultiOmicsBridge: Integrative Multi-Omics Analysis of Host Transcriptomics and Gut Microbiome Data
MultiOmicsBridge provides an end-to-end, reproducible computational framework for integrative analysis of paired host transcriptomics (bulk RNA-seq) and gut microbiome (16S rRNA or shotgun metagenomics) data. The package addresses the lack of a unified Bioconductor workflow for this pairing by implementing five modules: (1) data harmonization and normalization with CLR transformation for microbiome compositional data and TMM/voom for RNA-seq; (2) joint dimensionality reduction via sparse multi-block PLS-DA (DIABLO); (3) multi-omics biomarker discovery through cross-omics correlation networks and sparse feature loadings; (4) integrated diagnostic classification comparing host-only, microbiome-only, and joint Random Forest models with nested cross-validation; and (5) publication-quality visualization of integration results, biomarker networks, classifier comparisons, and feature flow diagrams. All functions operate natively on SummarizedExperiment and MultiAssayExperiment objects and return a structured MOBResult S4 object. The package is validated on inflammatory bowel disease multi-omics data and designed with complex disease contexts (tuberculosis, HIV, EED) in mind.
Authors:
MultiOmicsBridge_0.99.0.tar.gz
MultiOmicsBridge_0.99.0.zip(r-4.7)MultiOmicsBridge_0.99.0.zip(r-4.6)MultiOmicsBridge_0.99.0.zip(r-4.5)
MultiOmicsBridge_0.99.0.tgz(r-4.6-any)MultiOmicsBridge_0.99.0.tgz(r-4.5-any)
MultiOmicsBridge_0.99.0.tar.gz(r-4.7-any)MultiOmicsBridge_0.99.0.tar.gz(r-4.6-any)
MultiOmicsBridge_0.99.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
MultiOmicsBridge/json (API)
NEWS
| # Install 'MultiOmicsBridge' in R: |
| install.packages('MultiOmicsBridge', repos = c('https://biocstaging.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/subhadipjana1409/multiomicsbridge/issues
geneexpressionmetagenomicsclassificationdimensionreductionnormalizationstatisticalmethodsequencingmicrobiometranscriptomicsworkflowstepmultiplecomparisonfeatureextractionnetworkvisualizationqualitycontrol
Last updated from:569692509f. Checks:1 NOTE, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 283 | ||
| linux-devel-x86_64 | OK | 406 | ||
| source / vignettes | OK | 428 | ||
| linux-release-x86_64 | OK | 407 | ||
| macos-release-arm64 | OK | 353 | ||
| macos-oldrel-arm64 | OK | 292 | ||
| windows-devel | OK | 1113 | ||
| windows-release | OK | 1262 | ||
| windows-oldrel | OK | 1161 | ||
| wasm-release | OK | 230 |
Exports:biomarkerDiscoverybiomarkersdiagnosticClassifierfeatureLoadingsgenerateReportintegrationScoresjointDimReductionloadHostDataloadMicrobiomeDatamatchSamplesMOBResultMultiOmicsBridgeAnalysisperformanceplotBiomarkerNetworkplotClassifierComparisonplotIntegrationplotSankeyshow
Dependencies:abindbase64encBHBiobaseBiocBaseUtilsBiocGenericsBiocParallelbslibcachemclicodetoolscorpcorcpp11DelayedArraydigestdplyredgeRellipseevaluatefarverfastmapfontawesomeformatRfsfutile.loggerfutile.optionsgenericsGenomicRangesggplot2ggrepelgluegridExtragtablehighrhtmltoolshtmlwidgetsigraphIRangesisobandjquerylibjsonliteknitrlabelinglambda.rlatticelifecyclelimmalocfitmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemimemixOmicsMultiAssayExperimentpillarpkgconfigplyrpROCpurrrR6rangerrappdirsrARPACKRColorBrewerRcppRcppEigenreshape2rglrlangrmarkdownRSpectraS4ArraysS4VectorsS7sassscalesSeqinfosnowSparseArraystatmodstringistringrSummarizedExperimenttibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunXVectoryaml
