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使用二元中介变量估计中介效应

Estimation of the mediation effect with a binary mediator.

作者信息

Li Yan, Schneider Julie A, Bennett David A

机构信息

Rush Institute for Healthy Aging, Rush University Medical Center, Chicago, IL 60612, USA.

出版信息

Stat Med. 2007 Aug 15;26(18):3398-414. doi: 10.1002/sim.2730.

Abstract

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 epsilon4 allele and cognitive function among 233 deceased participants from the Religious Orders Study, a longitudinal, clinical-pathologic study of aging and Alzheimer's disease.

摘要

中介变量在风险因素与结果之间的因果路径中充当第三个变量。在本文中,我们考虑当中介变量为二元变量时中介效应的估计。我们给出了中介效应的精确定义,并研究了中介效应的五种不同估计量的渐近性质。我们的理论发展得到了蒙特卡罗研究的支持,结果表明,考虑中介变量二元性质的估计量对于本文定义的中介效应是一致的,而其他估计量则不一致。我们使用这些估计量来研究慢性脑梗死在载脂蛋白E ε4等位基因与认知功能之间因果关系中的中介效应,研究对象为来自宗教团体研究的233名已故参与者,该研究是一项关于衰老和阿尔茨海默病的纵向临床病理研究。

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