LEVERAGING HARDY-WEINBERG DISEQUILIBRIUM FOR ASSOCIATION TESTING IN CASE-CONTROL STUDIES

被引:3
|
作者
Zhang, Lin [1 ]
Strug, Lisa J. [1 ,2 ]
Sun, Lei [1 ,3 ]
机构
[1] Univ Toronto, Fac Arts & Sci, Dept Stat Sci, Toronto, ON, Canada
[2] Univ Toronto, Fac Arts & Sci, Dept Comp Sci, Toronto, ON, Canada
[3] Univ Toronto, Dalla Lana Sch Publ Hlth, Div Biostat, Toronto, ON, Canada
来源
ANNALS OF APPLIED STATISTICS | 2023年 / 17卷 / 02期
基金
加拿大自然科学与工程研究理事会;
关键词
Case-control studies; association tests; Hardy-Weinberg equilibrium; EQUILIBRIUM; PROPORTIONS;
D O I
10.1214/22-AOAS1695
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Modern genome-wide association studies (GWAS) remove single nu-cleotide polymorphisms (SNPs) that are in Hardy-Weinberg disequilibrium (HWD), despite limited rigor for this practice. In a case-control GWAS, al-though HWD in the control sample is an evidence for genotyping error, a truly associated SNP may be in HWD in the case and/or control populations. We, therefore, develop a new case-control association test that: (i) leverages HWD attributed to true association to increase power, (ii) is robust to HWD caused by genotyping error, and (iii) is easy-to-implement at the genome-wide level. The proposed robust allele-based joint test incorporates the difference in HWD between the case and control samples into the traditional association measure to gain power. We provide the asymptotic distribution of the pro-posed test statistic under the null hypothesis. We evaluate its type 1 error control at the genome-wide significance level of 5 x 10-8 in the presence of HWD attributed to factors unrelated to phenotype-genotype association, such as genotyping error. Finally, we demonstrate that the power of the proposed allele-based joint test is higher than the standard association test for a variety of genetic models, through derivations of the noncentrality parameters of the tests, as well as simulation and application studies.
引用
收藏
页码:1764 / 1781
页数:18
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