Adjusting for common variant polygenic scores improves yield in rare variant association analyses

被引:21
|
作者
Jurgens, Sean J. J. [1 ,2 ,3 ,4 ]
Pirruccello, James P. P. [1 ,5 ]
Choi, Seung Hoan [1 ,6 ]
Morrill, Valerie N. N. [1 ]
Chaffin, Mark [1 ]
Lubitz, Steven A. A. [1 ,2 ,7 ]
Lunetta, Kathryn L. L. [6 ,8 ]
Ellinor, Patrick T. T. [1 ,2 ,7 ]
机构
[1] Broad Inst MIT & Harvard, Cardiovasc Dis Initiat, Cambridge, MA 02142 USA
[2] Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA 02114 USA
[3] Univ Amsterdam, Heart Ctr, Dept Expt Cardiol, Amsterdam UMC locat, Amsterdam, Netherlands
[4] Amsterdam Cardiovasc Sci Heart Failure & Arrhythmi, Amsterdam, Netherlands
[5] Univ Calif San Francisco, Div Cardiol, San Francisco, CA USA
[6] Boston Univ, Dept Biostat, Sch Publ Hlth, Boston, MA USA
[7] Massachusetts Gen Hosp, Demoulas Ctr Cardiac Arrhythmias, Boston, MA 02114 USA
[8] NHLBI & Boston Univ Framingham Heart Study, Framingham, MA USA
基金
美国国家卫生研究院;
关键词
RESOURCE; POWER; TOOL;
D O I
10.1038/s41588-023-01342-w
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
With the emergence of large-scale sequencing data, methods for improving power in rare variant association tests are needed. Here we show that adjusting for common variant polygenic scores improves yield in gene-based rare variant association tests across 65 quantitative traits in the UK Biobank (up to 20% increase at alpha = 2.6 x 10(-6)), without marked increases in false-positive rates or genomic inflation. Benefits were seen for various models, with the largest improvements seen for efficient sparse mixed-effects models. Our results illustrate how polygenic score adjustment can efficiently improve power in rare variant association discovery. Adjusting for common variant polygenic scores improves yield in gene-based rare variant association tests for quantitative traits, particularly when using sparse mixed models or simple linear models as an alternative to dense mixed-model approaches.
引用
收藏
页码:544 / +
页数:20
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