A rare variant association test in family-based designs and non-normal quantitative traits

被引:7
|
作者
Lakhal-Chaieb, Lajmi [1 ]
Oualkacha, Karim [2 ]
Richards, Brent J. [3 ,4 ,5 ]
Greenwood, Celia M. T. [3 ,4 ,6 ,7 ]
机构
[1] Univ Laval, Dept Math & Stat, Quebec City, PQ G1V 0A6, Canada
[2] Univ Quebec, Dept Math, Montreal, PQ H3C 3P8, Canada
[3] McGill Univ, Jewish Gen Hosp, Lady Davis Inst Med Res, Montreal, PQ H3T 1E2, Canada
[4] McGill Univ, Dept Epidemiol Biostat & Occupat Hlth, Montreal, PQ, Canada
[5] Kings Coll London, Dept Twin Res, London WC2R 2LS, England
[6] McGill Univ, Dept Oncol, Montreal, PQ, Canada
[7] McGill Univ, Dept Human Genet, Montreal, PQ, Canada
基金
英国惠康基金; 加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
variance components; score test; rare variants; association tests; Gaussian copulas; Kernel machine regression; region-based tests; GENOME-WIDE ASSOCIATION; ADIPONECTIN LEVELS; LINKAGE ANALYSIS; LOW-FREQUENCY; SEQUENCE; PEDIGREE; DENSITY; SAMPLES;
D O I
10.1002/sim.6750
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Rare variant studies are now being used to characterize the genetic diversity between individuals and may help to identify substantial amounts of the genetic variation of complex diseases and quantitative phenotypes. Family data have been shown to be powerful to interrogate rare variants. Consequently, several rare variants association tests have been recently developed for family-based designs, but typically, these assume the normality of the quantitative phenotypes. In this paper, we present a family-based test for rare-variants association in the presence of non-normal quantitative phenotypes. The proposed model relaxes the normality assumption and does not specify any parametric distribution for the marginal distribution of the phenotype. The dependence between relatives is modeled via a Gaussian copula. A score-type test is derived, and several strategies to approximate its distribution under the null hypothesis are derived and investigated. The performance of the proposed test is assessed and compared with existing methods by simulations. The methodology is illustrated with an association study involving the adiponectin trait from the UK10K project. Copyright (c) 2015 John Wiley & Sons, Ltd.
引用
收藏
页码:905 / 921
页数:17
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