Literature DB >> 30346483

methylGSA: a Bioconductor package and Shiny app for DNA methylation data length bias adjustment in gene set testing.

Xu Ren1, Pei Fen Kuan1.   

Abstract

MOTIVATION: An important downstream analysis following differential expression from RNA sequencing (RNA-Seq) or DNA methylation analysis is the gene set testing to relate significant genes or CpGs to known biological properties. However, the traditional gene set testing approaches result in biased P-values due to the difference in gene length. Existing methods accounting for length bias were primarily developed for RNA-Seq data. For DNA methylation data profiled using the Illumina arrays, separate methods adjusting for the number of CpGs instead of gene length are necessary.
RESULTS: We developed methylGSA, a Bioconductor package for gene set testing in DNA methylation data. Our accompanying Shiny app provides an interactive way of accessing functions and visualizing the results in methylGSA package.
AVAILABILITY AND IMPLEMENTATION: methylGSA is available at Bioconductor repository: https://bioconductor.org/packages/methylGSA and Shiny app is available at: http://www.ams.sunysb.edu/%7epfkuan/softwares.html#methylGSA. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
© The Author(s) 2018. Published by Oxford University Press. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.

Mesh:

Year:  2019        PMID: 30346483     DOI: 10.1093/bioinformatics/bty892

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  46 in total

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3.  Characterization of the CpG Island Hypermethylated Phenotype Subclass in Primary Melanomas.

Authors:  Kathleen Conway; Yihsuan S Tsai; Sharon N Edmiston; Joel S Parker; Eloise A Parrish; Honglin Hao; Pei Fen Kuan; Glynis A Scott; Jill S Frank; Paul Googe; David W Ollila; Nancy E Thomas
Journal:  J Invest Dermatol       Date:  2021-11-27       Impact factor: 7.590

4.  Genomic and Epigenomic Evaluation of Electrically Induced Exercise in People With Spinal Cord Injury: Application to Precision Rehabilitation.

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Journal:  Phys Ther       Date:  2022-01-01

5.  Temporal associations between leukocytes DNA methylation and blood lipids: a longitudinal study.

Authors:  Zhiyu Wu; Lu Chen; Xuanming Hong; Jiahui Si; Weihua Cao; Canqing Yu; Tao Huang; Dianjianyi Sun; Chunxiao Liao; Yuanjie Pang; Zengchang Pang; Liming Cong; Hua Wang; Xianping Wu; Yu Liu; Yu Guo; Zhengming Chen; Jun Lv; Wenjing Gao; Liming Li
Journal:  Clin Epigenetics       Date:  2022-10-23       Impact factor: 7.259

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Journal:  Acta Neuropathol       Date:  2022-10-22       Impact factor: 15.887

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8.  Epigenome-wide study of brain DNA methylation following acute opioid intoxication.

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9.  Distinct DNA Methylation Signatures in Neuroendocrine Tumors Specific for Primary Site and Inherited Predisposition.

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10.  Methylome-wide association study of antidepressant use in Generation Scotland and the Netherlands Twin Register implicates the innate immune system.

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Journal:  Mol Psychiatry       Date:  2021-12-08       Impact factor: 13.437

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