Confounding in the estimation of mediation effects

被引:12
作者
Li, Yan
Bienias, Julia L.
Bennett, David A.
机构
[1] Univ Calif San Diego, Alzheimers Dis Cooperat Study, Div Biostat & Bioinformat, Dept Family & Prevent Med, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Alzheimers Dis Cooperat Study, Div Biostat & Bioinformat, Dept Neurosci, La Jolla, CA 92093 USA
[3] Rush Univ, Med Ctr, Dept Internal Med, Rush Inst Hlth Aging, Chicago, IL 60612 USA
[4] Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, Chicago, IL 60612 USA
关键词
Alzheimer's disease; confounding factor; direct effect; indirect effect; mediation;
D O I
10.1016/j.csda.2006.10.016
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A mediation effect explains the relationship of a risk factor and an outcome through a mediator variable which is a step in their pathway. Under the assumption of no cycling in the causal relationship, we consider various situations in which a fourth variable may interfere the estimation of a mediation effect as a confounding factor. Our asymptotic results, which are supported by a Monte Carlo study, show that adjusting for confounding factors under certain conditions might lead to biased estimates. A general guideline is provided for when it is appropriate to adjust for confounding factors in estimating a mediation effect. We apply the guideline to the estimation of the mediation effect of Alzheimer's disease pathology in the relationship between the Apolipoprotein E epsilon 4 allele, and cognitive function among 125 deceased participants from the Religious Orders Study, a longitudinal, clinical-pathologic study of aging and Alzheimer's disease. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:3173 / 3186
页数:14
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