A post-hoc genome-wide association study using matched samples

被引:0
作者
Gim, Jungsoo [1 ]
Choi, Sungkyoung [2 ]
Im, Jongho [3 ]
Kim, Jae-Kwang [3 ]
Park, Taesung [1 ]
机构
[1] Seoul Natl Univ, Dept Stat, Seoul 151747, South Korea
[2] Seoul Natl Univ, Interdisciplinary Program Bioinformat, Seoul 151747, South Korea
[3] Iowa State Univ, Dept Stat, Ames, IA 50011 USA
基金
新加坡国家研究基金会;
关键词
propensity score matching; GWAS; genome-wide association studies; type-2; diabetes; obesity; PROPENSITY SCORE; TYPE-2; OBESITY; HERITABILITY; POPULATION; DEPENDENCE; ALDH2;
D O I
10.1504/IJDMB.2016.074870
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Genome-wide association studies have identified many causal candidate loci associated with common complex phenotypes, such as type-2 diabetes and obesity. However, most of these studies have been drawn from non-randomised case/control experiments, where the units exposed to one group generally differ from those exposed to the other group. The aim of this study was to address the issues arising from non-randomised case/control experiments. In order to achieve this, we have proposed a post-hoc association analysis using subsets of samples selected by the proposed matching technique. This method was applied to two different binary traits, type-2 diabetes and obesity, in Korean subjects. It identified nine and two additional variants for type-2 diabetes and obesity, respectively, which were not identified using the total dataset. Our study demonstrates that the proposed a post-hoc genome-wide association analysis can determine additional candidate causal variants responsible for common complex phenotypes.
引用
收藏
页码:197 / 209
页数:13
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