Estimation of the mediation effect with a binary mediator

被引:49
作者
Li, Yan
Schneider, Julie A.
Bennett, David A.
机构
[1] Rush Univ, Med Ctr, Rush Inst Healthy Aging, Chicago, IL 60612 USA
[2] Rush Univ, Med Ctr, Dept Internal Med, Chicago, IL 60612 USA
[3] Rush Univ, Med Ctr, Dept Neurol Sci, Chicago, IL 60612 USA
[4] Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, Chicago, IL 60612 USA
关键词
Alzheimer's disease; apolipoprotein E epsilon 4; direct effect; mediation effect; logit; probit;
D O I
10.1002/sim.2730
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A mediator acts as a third variable in the causal pathway between a risk factor and an outcome. In this paper, we consider the estimation of the mediation effect when the mediator is a binary variable. We give a precise definition of the mediation effect and examine asymptotic properties of five different estimators of the mediation effect. Our theoretical developments, which are supported by a Monte Carlo study, show that the estimators that account for the binary nature of the mediator are consistent for the mediation effect defined in this paper while other estimators are inconsistent. We use these estimators to study the mediation effect of chronic cerebral infarction in the causal relationship between the apolipoprotein E epsilon 4 allele and cognitive function among 233 deceased participants from the Religious Orders Study, a longitudinal, clinical-pathologic study of aging and Alzheimer's disease. Copyright (c) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码:3398 / 3414
页数:17
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