GenomicSuperSignature

This package is for version 3.13 of Bioconductor; for the stable, up-to-date release version, see GenomicSuperSignature.

Interpretation of RNA-seq experiments through robust, efficient comparison to public databases


Bioconductor version: 3.13

This package contains the index, which is the Replicable and interpretable Axes of Variation (RAV) extracted from public RNA sequencing datasets by clustering and averaging top PCs. This index, named as RAVindex, is further annotated with MeSH terms and GSEA. Functions to connect PCs from new datasets to RAVs, extract interpretable annotations, and provide intuitive visualization, are implemented in this package. Overall, this package enables researchers to analyze new data in the context of existing databases with minimal computing resources.

Author: Sehyun Oh [aut, cre], Levi Waldron [aut], Sean Davis [aut]

Maintainer: Sehyun Oh <shbrief at gmail.com>

Citation (from within R, enter citation("GenomicSuperSignature")):

Installation

To install this package, start R (version "4.1") and enter:


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

BiocManager::install("GenomicSuperSignature")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("GenomicSuperSignature")
Introduction on RAVmodel HTML R Script
Quickstart HTML R Script
Reference Manual PDF
NEWS Text

Details

biocViews Clustering, Pathways, PrincipalComponent, RNASeq, Sequencing, Software, SystemsBiology, Transcriptomics
Version 1.0.1
In Bioconductor since BioC 3.13 (R-4.1) (3 years)
License Artistic-2.0
Depends R (>= 4.0), SummarizedExperiment
Imports ComplexHeatmap, ggplot2, methods, S4Vectors, Biobase, ggpubr, dplyr, plotly, BiocFileCache, grid, flextable
System Requirements
URL https://github.com/shbrief/GenomicSuperSignature
Bug Reports https://github.com/shbrief/GenomicSuperSignature/issues
See More
Suggests knitr, rmarkdown, devtools, roxygen2, pkgdown, usethis, BiocStyle, testthat, forcats, stats, wordcloud, circlize, EnrichmentBrowser, clusterProfiler, msigdbr, cluster, RColorBrewer, reshape2, tibble, BiocManager, bcellViper, readr, utils
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package GenomicSuperSignature_1.0.1.tar.gz
Windows Binary GenomicSuperSignature_1.0.1.zip
macOS 10.13 (High Sierra) GenomicSuperSignature_1.0.1.tgz
Source Repository git clone https://git.bioconductor.org/packages/GenomicSuperSignature
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/GenomicSuperSignature
Bioc Package Browser https://code.bioconductor.org/browse/GenomicSuperSignature/
Package Short Url https://bioconductor.org/packages/GenomicSuperSignature/
Package Downloads Report Download Stats
Old Source Packages for BioC 3.13 Source Archive