debCAM

DOI: 10.18129/B9.bioc.debCAM  

Deconvolution by Convex Analysis of Mixtures

Bioconductor version: Release (3.16)

An R package for fully unsupervised deconvolution of complex tissues. It provides basic functions to perform unsupervised deconvolution on mixture expression profiles by Convex Analysis of Mixtures (CAM) and some auxiliary functions to help understand the subpopulation-specific results. It also implements functions to perform supervised deconvolution based on prior knowledge of molecular markers, S matrix or A matrix. Combining molecular markers from CAM and from prior knowledge can achieve semi-supervised deconvolution of mixtures.

Author: Lulu Chen <luluchen at vt.edu>

Maintainer: Lulu Chen <luluchen at vt.edu>

Installation

To install this package, start R (version "4.2") and enter:

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

BiocManager::install("debCAM")

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("debCAM")

 

HTML	R Script	debCAM User Manual
PDF		Reference Manual
Text		NEWS

Details

biocViews	CellBiology, GeneExpression, Software
Version	1.16.0
In Bioconductor since	BioC 3.10 (R-3.6) (3.5 years)
License	GPL-2
Depends	R (>= 3.5)
Imports	methods, rJava, BiocParallel, stats, Biobase, SummarizedExperiment, corpcor, geometry, NMF, nnls, DMwR2, pcaPP, apcluster, graphics
LinkingTo
Suggests	knitr, rmarkdown, BiocStyle, testthat, GEOquery, rgl
SystemRequirements	Java (>= 1.8)
Enhances
URL
BugReports	https://github.com/Lululuella/debCAM/issues
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	debCAM_1.16.0.tar.gz
Windows Binary	debCAM_1.16.0.zip
macOS Binary (x86_64)	debCAM_1.16.0.tgz
macOS Binary (arm64)	debCAM_1.16.0.tgz
Source Repository	git clone https://git.bioconductor.org/packages/debCAM
Source Repository (Developer Access)	git clone git@git.bioconductor.org:packages/debCAM
Bioc Package Browser	https://code.bioconductor.org/browse/debCAM/
Package Short Url	https://bioconductor.org/packages/debCAM/
Package Downloads Report	Download Stats