methylGSA

The software tool "methylGSA" addresses a crucial step in downstream analysis following RNA sequencing (RNA-Seq) or DNA methylation analysis, which is gene set testing. Traditional approaches for gene fixed testing often result in biased P-values due to differences in gene length. While existing methods have been developed for RNA-Seq data, DNA methylation data profiled using Illumina arrays requires separate methods that adjust the number of CpGs rather than gene length. The methylGSA package provides a solution for gene set testing in DNA methylation data. The tool accounts for biases related to the number of CpGs. An accompanying Shiny app offers an interactive interface for accessing functions and visualizing results from the methylGSA package.

Topic

Epigenetics;Microarray experiment;RNA-seq

Detail

  • Operation: Enrichment analysis;Regression analysis;Gene methylation analysis

  • Software interface: Library,Desktop application

  • Language: R

  • License: GNU General Public License, version 2

  • Cost: Free

  • Version name: 1.20.0

  • Credit: CDC/NIOSH.

  • Input: -

  • Output: -

  • Contact: Xu Ren xuren2120@gmail.com

  • Collection: -

  • Maturity: Mature

Publications

  • methylGSA: a Bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing.
  • Ren X and Kuan PF. methylGSA: a Bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing. methylGSA: a Bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing. 2019; 35:1958-1959. doi: 10.1093/bioinformatics/bty892
  • https://doi.org/10.1093/bioinformatics/bty892
  • PMID: 30346483
  • PMC: -

Download and documentation


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