Gene-environment interaction testing in family-based association studies with phenotypically ascertained samples: a causal inference approach

被引:3
作者
Fardo, David W. [1 ]
Liu, Jinze [2 ]
Demeo, Dawn L. [3 ,4 ]
Silverman, Edwin K. [3 ,4 ]
Vansteelandt, Stijn [5 ,6 ]
机构
[1] Univ Kentucky, Dept Biostat, Div Biomed Informat, Ctr Clin & Translat Sci, Lexington, KY 40536 USA
[2] Univ Kentucky, Dept Comp Sci, Lexington, KY 40536 USA
[3] Brigham & Womens Hosp, Channing Lab, Boston, MA 02115 USA
[4] Harvard Univ, Sch Med, Boston, MA 02115 USA
[5] Univ Ghent, Dept Appl Math & Comp Sci, B-9000 Ghent, Belgium
[6] Univ London London Sch Hyg & Trop Med, Dept Epidemiol & Populat Hlth, London WC1E 7HT, England
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
Causal inference; COPD; Family-based association; G-estimation; Gene-environment interaction; OBSTRUCTIVE PULMONARY-DISEASE; CASE-PARENT TRIADS; POPULATION ADMIXTURE; RANDOMIZED-TRIALS; UNIFIED FRAMEWORK; GENOTYPE; DESIGN; INDEPENDENCE; JOINT; RISK;
D O I
10.1093/biostatistics/kxr035
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We propose a method for testing gene-environment (G x E) interactions on a complex trait in family-based studies in which a phenotypic ascertainment criterion has been imposed. This novel approach employs G-estimation, a semiparametric estimation technique from the causal inference literature, to avoid modeling of the association between the environmental exposure and the phenotype, to gain robustness against unmeasured confounding due to population substructure, and to acknowledge the ascertainment conditions. The proposed test allows for incomplete parental genotypes. It is compared by simulation studies to an analogous conditional likelihood-based approach and to the QBAT-I test, which also invokes the G-estimation principle but ignores ascertainment. We apply our approach to a study of chronic obstructive pulmonary disorder.
引用
收藏
页码:468 / 481
页数:14
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