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psSubpathway (version 0.1.3)

Flexible Identification of Phenotype-Specific Subpathways

Description

A network-based systems biology tool for flexible identification of phenotype-specific subpathways in the cancer gene expression data with multiple categories (such as multiple subtype or developmental stages of cancer). Subtype Set Enrichment Analysis (SubSEA) and Dynamic Changed Subpathway Analysis (DCSA) are developed to flexible identify subtype specific and dynamic changed subpathways respectively. The operation modes include extraction of subpathways from biological pathways, inference of subpathway activities in the context of gene expression data, identification of subtype specific subpathways with SubSEA, identification of dynamic changed subpathways associated with the cancer developmental stage with DCSA, and visualization of the activities of resulting subpathways by using box plots and heat maps. Its capabilities render the tool could find the specific abnormal subpathways in the cancer dataset with multi-phenotype samples.

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Version

Install

install.packages('psSubpathway')

Monthly Downloads

115

Version

0.1.3

License

GPL (>= 2)

Maintainer

Junwei Han

Last Published

March 18th, 2024

Functions in psSubpathway (0.1.3)

plotheatmap

Plot a heatmap
rndWalk

psSubpathway internal functions
FastSEAscore

psSubpathway internal functions
plotSpwACmap

Plot subpathway activity change map
plotSpwNetmap

Polt a subpathway network map
ssgsea

psSubpathway internal functions
plotSpwPSheatmap

Plot subpathway phenotypic significant heat map
plotSubSEScurve

Plot subtype set sample enrichment score curve graph
isPackageLoaded

psSubpathway internal functions
SEAscore

psSubpathway internal functions
envData

The variables in the environment include subpathway list data, information of subpathway,an expression profile and a example result
SubSEA

Subtype Set Enrichment Analysis (SubSEA)
ReadClsFile

psSubpathway internal functions
ks_test_m

psSubpathway internal functions
DCSA

Dynamic Changed Subpathway Analysis (DCSA)
getgenedensity

psSubpathway internal functions
compute_rank_score

psSubpathway internal functions