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ReducedExperiment

Containers and tools for dimensionally-reduced -omics representations

Bioconductor version: 3.23 · Package version: 1.4.0

Provides SummarizedExperiment-like containers for storing and manipulating dimensionally-reduced assay data. The ReducedExperiment classes allow users to simultaneously manipulate their original dataset and their decomposed data, in addition to other method-specific outputs like feature loadings. Implements utilities and specialised classes for the application of stabilised independent component analysis (sICA) and weighted gene correlation network analysis (WGCNA).

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("ReducedExperiment")

Details

MaintainerJack Gisby <jackgisby@gmail.com>
AuthorJack Gisby [aut, cre] (ORCID: <https://orcid.org/0000-0003-0511-8123>), Michael Barnes [aut] (ORCID: <https://orcid.org/0000-0001-9097-7381>)
LicenseGPL (>= 3)
URLhttps://github.com/jackgisby/ReducedExperiment
Bug Reportshttps://github.com/jackgisby/ReducedExperiment/issues
Downloads rank167
Source branchRELEASE_3_23
biocViewsDataRepresentation, DimensionReduction, GeneExpression, Infrastructure, Network, Software

Documentation

Download

Dependencies

Depends: R (>= 4.4.0), SummarizedExperiment, methods

Imports: WGCNA, ica, moments, clusterProfiler, msigdbr, RColorBrewer, car, lme4, lmerTest, pheatmap, biomaRt, stats, grDevices, BiocParallel, ggplot2, patchwork, BiocGenerics, S4Vectors

Suggests: knitr, rmarkdown, testthat, biocViews, BiocCheck, BiocStyle, airway