CountClust

DOI: 10.18129/B9.bioc.CountClust    

Clustering and Visualizing RNA-Seq Expression Data using Grade of Membership Models

Bioconductor version: Release (3.14)

Fits grade of membership models (GoM, also known as admixture models) to cluster RNA-seq gene expression count data, identifies characteristic genes driving cluster memberships, and provides a visual summary of the cluster memberships.

Author: Kushal Dey [aut, cre], Joyce Hsiao [aut], Matthew Stephens [aut]

Maintainer: Kushal Dey <kkdey at uchicago.edu>

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

Installation

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

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

BiocManager::install("CountClust")

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

Documentation

PDF   Reference Manual

Details

biocViews Clustering, GeneExpression, ImmunoOncology, RNASeq, Sequencing, Software, StatisticalMethod, Visualization
Version 1.22.0
In Bioconductor since BioC 3.3 (R-3.3) (6 years)
License GPL (>= 2)
Depends R (>= 3.4), ggplot2 (>= 2.1.0)
Imports SQUAREM, slam, maptpx, plyr (>= 1.7.1), cowplot, gtools, flexmix, picante, limma, parallel, reshape2, stats, utils, graphics, grDevices
LinkingTo
Suggests knitr, kableExtra, BiocStyle, Biobase, roxygen2, RColorBrewer, devtools, xtable
SystemRequirements
Enhances
URL https://github.com/kkdey/CountClust
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report  

Package Archives

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

Source Package
Windows Binary
macOS 10.13 (High Sierra)
Source Repository git clone https://git.bioconductor.org/packages/CountClust
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/CountClust
Package Short Url https://bioconductor.org/packages/CountClust/
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