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PMID: 22863766 Published · ppublish English Journal Article Research Support, N.I.H., Extramural

An R package suite for microarray meta-analysis in quality control, differentially expressed gene analysis and pathway enrichment detection.

Bioinformatics (Oxford, England) ·Vol. 28 ·No. 19 ·2012-10-01 ·Pages 2534-6

Wang X, Kang DD, Shen K, Song C, Lu S, Chang LC, Liao SG, Huo Z, Tang S, Ding Y, Kaminski N, Sibille E, Lin Y, Li J, Tseng GC

Abstract

With the rapid advances and prevalence of high-throughput genomic technologies, integrating information of multiple relevant genomic studies has brought new challenges. Microarray meta-analysis has become a frequently used tool in biomedical research. Little effort, however, has been made to develop a systematic pipeline and user-friendly software. In this article, we present MetaOmics, a suite of three R packages MetaQC, MetaDE and MetaPath, for quality control, differentially expressed gene identification and enriched pathway detection for microarray meta-analysis. MetaQC provides a quantitative and objective tool to assist study inclusion/exclusion criteria for meta-analysis. MetaDE and MetaPath were developed for candidate marker and pathway detection, which provide choices of marker detection, meta-analysis and pathway analysis methods. The system allows flexible input of experimental data, clinical outcome (case-control, multi-class, continuous or survival) and pathway databases. It allows missing values in experimental data and utilizes multi-core parallel computing for fast implementation. It generates informative summary output and visualization plots, operates on different operation systems and can be expanded to include new algorithms or combine different types of genomic data. This software suite provides a comprehensive tool to conveniently implement and compare various genomic meta-analysis pipelines. http://www.biostat.pitt.edu/bioinfo/software.htm ctseng@pitt.edu Supplementary data are available at Bioinformatics online.

MeSH Terms
Algorithms Computational Biology/methods Gene Expression Profiling/methods Genomics/methods Humans Male Meta-Analysis as Topic Microarray Analysis/methods Prostatic Neoplasms/genetics Quality Control Software
Authors & Affiliations
15 authors, click to expand affiliations / ORCID
Wang Xingbin
Department of Human Genetics, University of Pittsburgh, Pittsburgh, PA 15261, USA.
Kang Dongwan D
Shen Kui
Song Chi
Lu Shuya
Chang Lun-Ching
Liao Serena G
Huo Zhiguang
Tang Shaowu
Ding Ying
Kaminski Naftali
Sibille Etienne
Lin Yan
Li Jia
Tseng George C
References (8)
8 references, click to expand
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Article Info
Journal
Bioinformatics (Oxford, England)
Abbr.
Bioinformatics
ISSN
1367-4811
Published
2012-10-01
Epub
2012-00-03
Pages
2534-6
Language
English
Region
England
NLM ID
9808944
PMCID
PMC3463115
Subset
IM
Grants
NHLBI NIH HHS · HL095397 · United States
NHLBI NIH HHS · HL101715 · United States
NIMH NIH HHS · MH077159 · United States
NIMH NIH HHS · MH094862 · United States
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