Accommodating pathway information in expression quantitative trait locus analysis

被引:15
作者
Wessel, Jennifer
Zapala, Matthew A.
Schork, Nicholas J. [1 ]
机构
[1] Univ Calif San Diego, Dept Psychiat, Polymorphism Res Lab, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Family & Prevent Med, Div Epidemiol, La Jolla, CA 92093 USA
[3] San Diego State Univ, Grad Program Publ Hlth, San Diego, CA 92182 USA
[4] Scripps Res Inst, Dept Mol & Expt Med, La Jolla, CA 92037 USA
[5] Univ Calif San Diego, Biomed Sci Grad Program, La Jolla, CA 92093 USA
[6] Univ Calif San Diego, Dept Family & Prevent Med, Div Biostat, La Jolla, CA 92093 USA
[7] Univ Calif San Diego, Ctr Human Genet & Genom, La Jolla, CA 92093 USA
关键词
genetic variation; pathways; gene expression; eQTL mapping;
D O I
10.1016/j.ygeno.2007.03.003
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
The availability of high-throughput genotyping technologies and microarray assays has allowed researchers to consider pursuing investigations whose ultimate goal is the identification of genetic variations that influence levels of gene expression, e.g., "expression quantitative trait locus" or "eQTL" mapping studies. However, the large number of genes whose expression levels can be tested for association with genetic variations in such studies can create both statistical and biological interpretive problems. We consider the integrated analysis of eQTL mapping data that incorporates pathway, function, and disease process information. The goal of this analysis is to determine if compelling patterns emerge from the data that are consistent with the notion that perturbations in the molecular physiologic environment induced by genetic variations implicate the expression patterns of multiple genes via genetic network relationships or feedback mechanisms. We apply available genetic network and pathway analysis software, as well as a novel regression analysis technique, to carry out the proposed studies. We also consider extensions of the proposed strategies and areas of future research. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:132 / 142
页数:11
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