netGO: R-Shiny package for network-integrated pathway enrichment analysis

  • Kim, Jinhwan
  • Yoon, Sora
  • Nam, Dougu
Publication date
May 2020
Publisher
Oxford University Press (OUP)
Journal
Bioinformatics

Abstract

A Summary: We present an R-Shiny package, netGO, for novel network-integrated pathway enrichment analysis. The conventional Fisher's exact test (FET) considers the extent of overlap between target genes and pathway gene-sets, while recent network-based analysis tools consider only network interactions between the two. netGO implements an intuitive framework to integrate both the overlap and networks into a single score, and adaptively resamples genes based on network degrees to assess the pathway enrichment. In benchmark tests for gene expression and genome-wide association study (GWAS) data, netGO captured the relevant gene-sets better than existing tools, especially when analyzing a small number of genes. Specifically, netGO provides...

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