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SubtypeDrug (version 0.1.9)

Prioritization of Candidate Cancer Subtype Specific Drugs

Description

A systematic biology tool was developed to prioritize cancer subtype-specific drugs by integrating genetic perturbation, drug action, biological pathway, and cancer subtype. The capabilities of this tool include inferring patient-specific subpathway activity profiles in the context of gene expression profiles with subtype labels, calculating differentially expressed subpathways based on cultured human cells treated with drugs in the 'cMap' (connectivity map) database, prioritizing cancer subtype specific drugs according to drug-disease reverse association score based on subpathway, and visualization of results (Castelo (2013) ; Han et al (2019) ; Lamb and Justin (2006) ). Please cite using .

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Version

Install

install.packages('SubtypeDrug')

Monthly Downloads

163

Version

0.1.9

License

GPL (>= 2)

Maintainer

Junwei Han

Last Published

April 17th, 2024

Functions in SubtypeDrug (0.1.9)

getDrugStructure

Get drug chemical structure diagram data
UserGS

Simulated user-defined gene set data
plotDSpwHeatmap

Plot heat map of the drug regulated subpathway activity score
plotGlobalGraph

Plot a global graph of the drug
ReadClsFile

SubtypeDrug internal function
AccumulateNormal

SubtypeDrug internal function
SpwNetworkData

Subpathway network structure data
PrioSubtypeDrug

Prioritization of candidate cancer subtype-specific drugs (PrioSubtypeDrug)
CalculateSES

SubtypeDrug internal function
Geneexp

Simulated gene expression data
Drugs_CID

Correspondence table of drug label and drug ID in PubCham database
UserDS

Simulated user-defined drug regulator subpathway dataset
GeneexpT

Gene expression data for testing
plotSpwNetGraph

Polt a subpathway network graph
Subtype_drugs

Simulation result data
UserDST

User-defined drug regulator subpathway dataset for testing
Colork

Color
isPackageLoaded

SubtypeDrug internal function
Disease_drugs

Simulated result data
plotDScoreHeatmap

Plot a heat map of the normalized drug-disease reverse association scores for cancer samples
getDrugMatrix

SubtypeDrug internal function
UserGST

User-defined gene set data for testing
getDrugSpw

SubtypeDrug internal function