TY - JOUR
T1 - Imputing gene-treatment interactions when the genotype distribution is unknown using case-only and putative placebo analyses - A new method for the Genetics of Hypertension Associated Treatment (GenHAT) study
AU - Davis, Barry R.
AU - Ford, Charles E.
AU - Boerwinkle, Eric
AU - Arnett, Donna
AU - Eckeldt, John
AU - Black, Henry
PY - 2004/8/15
Y1 - 2004/8/15
N2 - There is a sizeable literature on methods for detecting gene-environment interaction in the framework of case-control studies, particularly with reference to the assumption of independence of genotype and exposure. In the context of a clinical trial, wherein gene-drug interactions with regard to outcomes are examined, these methods may be readily applied, as gene and drug are independent by randomization. In an active-controlled trial (experimental treatment vs standard) that has collected genotype information, gene-drug interactions can be estimated. In addition, the effect of the experimental treatment vs placebo can be imputed by using data from a historical placebo-controlled trial (standard vs placebo) if either (a) genotype information is available from the historical trial or (b) assumptions are made about the prevalence of genotype and the odds ratios of genotype and disease in the historical trial using information from other studies. Motivation for these procedures is provided by the Genetics of Hypertension Associated Treatment, a large pharmacogenetics, ancillary study of a hypertension clinical trial, and examples from published hypertension trials will be used to illustrate the methods.
AB - There is a sizeable literature on methods for detecting gene-environment interaction in the framework of case-control studies, particularly with reference to the assumption of independence of genotype and exposure. In the context of a clinical trial, wherein gene-drug interactions with regard to outcomes are examined, these methods may be readily applied, as gene and drug are independent by randomization. In an active-controlled trial (experimental treatment vs standard) that has collected genotype information, gene-drug interactions can be estimated. In addition, the effect of the experimental treatment vs placebo can be imputed by using data from a historical placebo-controlled trial (standard vs placebo) if either (a) genotype information is available from the historical trial or (b) assumptions are made about the prevalence of genotype and the odds ratios of genotype and disease in the historical trial using information from other studies. Motivation for these procedures is provided by the Genetics of Hypertension Associated Treatment, a large pharmacogenetics, ancillary study of a hypertension clinical trial, and examples from published hypertension trials will be used to illustrate the methods.
KW - Active control
KW - Clinical trial
KW - Imputation
KW - Interaction
KW - Pharmacogenetics
KW - Subgroups
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U2 - 10.1002/sim.1831
DO - 10.1002/sim.1831
M3 - Article
C2 - 15273956
AN - SCOPUS:4344563416
SN - 0277-6715
VL - 23
SP - 2413
EP - 2427
JO - Statistics in Medicine
JF - Statistics in Medicine
IS - 15
ER -