TY - JOUR
T1 - Gene-environment interaction testing in family-based association studies with phenotypically ascertained samples
T2 - A causal inference approach
AU - Fardo, David W.
AU - Liu, Jinze
AU - Demeo, Dawn L.
AU - Silverman, Edwin K.
AU - Vansteelandt, Stijn
PY - 2012/7
Y1 - 2012/7
N2 - We propose a method for testing gene-environment (G × 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. The Author 2011. Published by Oxford University Press. All rights reserved.
AB - We propose a method for testing gene-environment (G × 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. The Author 2011. Published by Oxford University Press. All rights reserved.
KW - COPD
KW - Causal inference
KW - Family-based association
KW - G-estimation
KW - Gene-environment interaction
UR - http://www.scopus.com/inward/record.url?scp=84863599320&partnerID=8YFLogxK
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U2 - 10.1093/biostatistics/kxr035
DO - 10.1093/biostatistics/kxr035
M3 - Article
C2 - 22084302
AN - SCOPUS:84863599320
SN - 1465-4644
VL - 13
SP - 468
EP - 481
JO - Biostatistics
JF - Biostatistics
IS - 3
ER -