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Integrated rare variant-based risk gene prioritization in disease case-control sequencing studies.

Authors :
Lin, Jhih-Rong
Zhang, Quanwei
Cai, Ying
Morrow, Bernice E.
Zhang, Zhengdong D.
Source :
PLoS Genetics. 12/27/2017, Vol. 13 Issue 12, p1-27. 27p.
Publication Year :
2017

Abstract

Rare variants of major effect play an important role in human complex diseases and can be discovered by sequencing-based genome-wide association studies. Here, we introduce an integrated approach that combines the rare variant association test with gene network and phenotype information to identify risk genes implicated by rare variants for human complex diseases. Our data integration method follows a 'discovery-driven' strategy without relying on prior knowledge about the disease and thus maintains the unbiased character of genome-wide association studies. Simulations reveal that our method can outperform a widely-used rare variant association test method by 2 to 3 times. In a case study of a small disease cohort, we uncovered putative risk genes and the corresponding rare variants that may act as genetic modifiers of congenital heart disease in 22q11.2 deletion syndrome patients. These variants were missed by a conventional approach that relied on the rare variant association test alone. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15537390
Volume :
13
Issue :
12
Database :
Academic Search Index
Journal :
PLoS Genetics
Publication Type :
Academic Journal
Accession number :
126990061
Full Text :
https://doi.org/10.1371/journal.pgen.1007142