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Bioconductor - debCAM (development version)

debCAM

This is the development version of debCAM; for the stable release version, see debCAM.

Deconvolution by Convex Analysis of Mixtures

Bioconductor version: Development (3.22)

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>

Citation (from within R, enter citation("debCAM")): Installation

To install this package, start R (version "4.5") and enter:


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

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

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")
Details biocViews CellBiology, GeneExpression, Software Version 1.27.0 In Bioconductor since BioC 3.10 (R-3.6) (5.5 years) License GPL-2 Depends R (>= 3.5) Imports methods, rJava, BiocParallel, stats, Biobase, SummarizedExperiment, corpcor, geometry, NMF, nnls, DMwR2, pcaPP, apcluster, graphics System Requirements Java (>= 1.8) URL Bug Reports https://github.com/Lululuella/debCAM/issues See More Package Archives

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


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