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CONCERTDR

This is the development version of CONCERTDR; to use it, please install the devel version of Bioconductor.

Drug Response Data Analysis Using CMap Database


Bioconductor version: Development (3.24)

Provides a complete pipeline for drug repurposing analysis using the Connectivity Map (CMap) L1000 database. Functionality includes database subsetting, reference profile extraction from GCTX files, signature matching via Kolmogorov-Smirnov, GSEA-based, cosine similarity, and other methods, result annotation against CMap compound metadata, z-score matrix extraction, and publication-quality clustermap visualization via ComplexHeatmap. Connectivity scoring methods (KS, GSEA, XCos, XSum, Zhang) are implemented internally based on the algorithms described in Lamb et al. (2006), Subramanian et al. (2005), Cheng et al. (2014), and Zhang & Gant (2008), removing the need for external GitHub-only dependencies.

Author: Hengxin Pan [aut, cre] ORCID iD ORCID: 0009-0004-1274-1612 , Chin Wee Tan [aut, ths] ORCID iD ORCID: 0000-0001-9695-7218 , Gad Abraham [aut, ths], Nadia Davidson [aut, ths] ORCID iD ORCID: 0000-0002-8461-7467

Maintainer: Hengxin Pan <pan.h at wehi.edu.au>

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

Hengxin Pan, Chin Wee Tan, Gad Abraham, Nadia Davidson. CONCERTDR: Drug Response Data Analysis Using CMap Database. doi:10.18129/B9.bioc.CONCERTDR, R package version 0.99.2, https://bioconductor.org/packages/CONCERTDR.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("CONCERTDR")

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("CONCERTDR")
Drug Repurposing with CONCERTDR HTML R Script
Reference ManualPDF
NEWSText
LICENSEText

Details

biocViews DataImport, GeneExpression, Pharmacogenomics, Software, Transcriptomics
Version0.99.2
In Bioconductor sinceBioC 3.24 (R-4.6)
License MIT + file LICENSE
Depends R (>= 4.5.0)
Imports data.table, rhdf5, stats, utils
System Requirements
URLhttps://github.com/DavidsonGroup/CONCERTDR
Bug Reportshttps://github.com/DavidsonGroup/CONCERTDR/issues
See More
Suggests knitr, rmarkdown, testthat, BiocStyle, ComplexHeatmap, circlize, ggplot2, RecordLinkage
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Depends On Me
Imports Me
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Build Report Build Report, r-universe

Package Archives

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

Source Package CONCERTDR_0.99.2.tar.gz
Windows Binary (x86_64) CONCERTDR_0.99.2.zip
macOS Binary (big-sur-x86_64) CONCERTDR_0.99.2.tgz
macOS Binary (sonoma-arm64) CONCERTDR_0.99.2.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/CONCERTDR
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/CONCERTDR
Package Short Url https://bioconductor.org/packages/CONCERTDR/
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