June 2023 Leveraging Hardy–Weinberg disequilibrium for association testing in case-control studies
Lin Zhang, Lisa J. Strug, Lei Sun
Author Affiliations +
Ann. Appl. Stat. 17(2): 1764-1781 (June 2023). DOI: 10.1214/22-AOAS1695

Abstract

Modern genome-wide association studies (GWAS) remove single nucleotide polymorphisms (SNPs) that are in Hardy–Weinberg disequilibrium (HWD), despite limited rigor for this practice. In a case-control GWAS, although 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 proposed test statistic under the null hypothesis. We evaluate its type 1 error control at the genome-wide significance level of 5×108 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.

Funding Statement

This research is funded by the Natural Sciences and Engineering Research Council of Canada (NSERC, RGPIN-04934 and RGPAS-522594) to LS. The cystic fibrosis study was funded by NSERC (RGPIN-2015-03742), CIHR (FRN 167282), Cystic Fibrosis Canada (2626), CF Canada-SickKids Program in Individualized Therapy (CFIT), Government of Canada through Genome Canada, the Ontario Genomics Institute (OGI-148), and Government of Ontario to LJS.
LZ is a trainee and funding recipient of the CANSSI Ontario STAGE (Strategic Training for Advanced Genetic Epidemiology) program at the University of Toronto.

Citation

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Lin Zhang. Lisa J. Strug. Lei Sun. "Leveraging Hardy–Weinberg disequilibrium for association testing in case-control studies." Ann. Appl. Stat. 17 (2) 1764 - 1781, June 2023. https://doi.org/10.1214/22-AOAS1695

Information

Received: 1 October 2021; Revised: 1 July 2022; Published: June 2023
First available in Project Euclid: 1 May 2023

MathSciNet: MR4582734
zbMATH: 07692404
Digital Object Identifier: 10.1214/22-AOAS1695

Keywords: association tests , Case-control studies , Hardy–Weinberg equilibrium

Rights: Copyright © 2023 Institute of Mathematical Statistics

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