Table 4.
R packages for integrative data analysis
R/bioconductor package name | Description | Repository |
---|---|---|
PMA [97] | Penalized multivariate analysis (sparse CCA, PCA) | CRAN |
mixOmics [98] | rCCA, sPLS | CRAN |
sPLS-DA | ||
rGCCA | ||
made4 [87] | Coinertia analysis | Bioconductor |
MCIA [88] | Multi-CIA | Bioconductor |
RGCCA [89] | rGCCA, sparse GCCA for multi-block data analysis | CRAN |
CNAmet [93] | Signal-to-noise ratio statistic, permutation test | csbi.ltdk.helsinki.fi/CNAmet/ |
Rtopper [94] | Gene set enrichment | Bioconductor |
iClusterPlus [95] | Joint latent variable regression model | Bioconductor |
STATegra (www.stategra.eu) | PCA, clustering | Bioconductor |