An umbrella framework ("MoSaIC" = Multi-Omics Source-Agnostic Integration Clustering in R) that unifies a large collection of multi-source / multi-omics clustering methodologies behind a single, consistent list-of-matrices interface. It spans five integration paradigms - direct, similarity-based, graph-based, voting-based consensus, and hierarchy-based - and bundles a complete downstream workflow for method comparison and evaluation. The package features the multi-source the ability to compare many algorithms on the same footing, a data-nugget based feature-weighting scheme as a robust, big-data-friendly alternative to variance weighting, and a downstream suite for cluster characterisation, visualisation and biological interpretation.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.0) |
| Imports: | stats, utils, methods, graphics, grDevices, cluster, fastcluster, matrixStats, FD, ade4, e1071, gtools, data.table, Rcpp, Rdpack |
| LinkingTo: | Rcpp |
| Suggests: | SNFtool, datanugget, WCluster, LUCIDus, igraph, lsa, analogue, FactoMineR, pls, circlize, gplots, dendextend, plotrix, limma, MLP, biomaRt, org.Hs.eg.db, Biobase, a4Core, a4Base, plyr, genefilter, ggplot2, gridExtra, uwot, Rtsne, MOFAdata, testthat (≥ 3.0.0), knitr, rmarkdown |
| Published: | 2026-07-29 |
| DOI: | 10.32614/CRAN.package.MosaiClusteR |
| Author: | Bernard Isekah Osang'ir
|
| Maintainer: | Bernard Isekah Osang'ir <bernard.osangir at sckcen.be> |
| BugReports: | https://github.com/lucp12891/MosaiClusteR/issues |
| License: | GPL-3 |
| URL: | https://github.com/lucp12891/MosaiClusteR |
| NeedsCompilation: | yes |
| Citation: | MosaiClusteR citation info |
| Materials: | README, NEWS |
| CRAN checks: | MosaiClusteR results |
| Reference manual: | MosaiClusteR.html , MosaiClusteR.pdf |
| Vignettes: |
MosaiClusteR: an umbrella framework for multi-source and multi-omics clustering (source, R code) |
| Package source: | MosaiClusteR_0.1.0.tar.gz |
| Windows binaries: | r-devel: MosaiClusteR_0.1.0.zip, r-release: MosaiClusteR_0.1.0.zip, r-oldrel: MosaiClusteR_0.1.0.zip |
| macOS binaries: | r-release (arm64): MosaiClusteR_0.1.0.tgz, r-oldrel (arm64): MosaiClusteR_0.1.0.tgz, r-release (x86_64): MosaiClusteR_0.1.0.tgz, r-oldrel (x86_64): MosaiClusteR_0.1.0.tgz |
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