A Randomization test for controlling population stratification in whole-genome association studies

被引:38
作者
Kimmel, Gad [1 ]
Jordan, Michael I.
Halperin, Eran
Shamir, Ron
Karp, Richard M.
机构
[1] Univ Calif Berkeley, Div Comp Sci, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
[3] Int Comp Sci Inst, Berkeley, CA 94704 USA
[4] Tel Aviv Univ, Sackler Fac Exact Sci, Sch Comp Sci, IL-69978 Tel Aviv, Israel
关键词
D O I
10.1086/521372
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Population stratification can be a serious obstacle in the analysis of genomewide association studies. We propose a method for evaluating the significance of association scores in whole-genome cohorts with stratification. Our approach is a randomization test akin to a standard permutation test. It conditions on the genotype matrix and thus takes into account not only the population structure but also the complex linkage disequilibrium structure of the genome. As we show in simulation experiments, our method achieves higher power and significantly better control over false-positive rates than do existing methods. In addition, it can be easily applied to whole-genome association studies.
引用
收藏
页码:895 / 905
页数:11
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