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  5. Integrative pathway analysis of a genome-wide association study of V̇<scp>o</scp><sub>2max</sub>response to exercise training

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Article
English
2013

Integrative pathway analysis of a genome-wide association study of V̇<scp>o</scp><sub>2max</sub>response to exercise training

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English
2013
Journal of Applied Physiology
Vol 115 (9)
DOI: 10.1152/japplphysiol.01487.2012

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Claude Bouchard
Claude Bouchard

Pennington Biomedical Research Center

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Sujoy Ghosh
Juan C. Vivar
Mark A. Sarzynski
+4 more

Abstract

We previously reported the findings from a genome-wide association study of the response of maximal oxygen uptake (Vo2max) to an exercise program. Here we follow up on these results to generate hypotheses on genes, pathways, and systems involved in the ability to respond to exercise training. A systems biology approach can help us better establish a comprehensive physiological description of what underlies Vo2maxtrainability. The primary material for this exploration was the individual single-nucleotide polymorphism (SNP), SNP-gene mapping, and statistical significance levels. We aimed to generate novel hypotheses through analyses that go beyond statistical association of single-locus markers. This was accomplished through three complementary approaches: 1) building de novo evidence of gene candidacy through informatics-driven literature mining; 2) aggregating evidence from statistical associations to link variant enrichment in biological pathways to Vo2max trainability; and 3) predicting possible consequences of variants residing in the pathways of interest. We started with candidate gene prioritization followed by pathway analysis focused on overrepresentation analysis and gene set enrichment analysis. Subsequently, leads were followed using in silico analysis of predicted SNP functions. Pathways related to cellular energetics (pantothenate and CoA biosynthesis; PPAR signaling) and immune functions (complement and coagulation cascades) had the highest levels of SNP burden. In particular, long-chain fatty acid transport and fatty acid oxidation genes and sequence variants were found to influence differences in Vo2max trainability. Together, these methods allow for the hypothesis-driven ranking and prioritization of genes and pathways for future experimental testing and validation.

How to cite this publication

Sujoy Ghosh, Juan C. Vivar, Mark A. Sarzynski, Yan V. Sun, James A. Timmons, Claude Bouchard, Tuomo Rankinen (2013). Integrative pathway analysis of a genome-wide association study of V̇<scp>o</scp><sub>2max</sub>response to exercise training. Journal of Applied Physiology, 115(9), pp. 1343-1359, DOI: 10.1152/japplphysiol.01487.2012.

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Publication Details

Type

Article

Year

2013

Authors

7

Datasets

0

Total Files

0

Language

English

Journal

Journal of Applied Physiology

DOI

10.1152/japplphysiol.01487.2012

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