Mediation Analysis in Medical Research

被引:0
|
作者
Toennies, Thaddaeus [1 ,5 ]
Schlesinger, Sabrina [1 ]
Lang, Alexander [1 ]
Kuss, Oliver [2 ,3 ,4 ]
机构
[1] Heinrich Heine Univ Dusseldorf, Inst Biometr & Epidemiol, German Diabet Ctr DDZ, Leibniz Ctr Diabet Res, Dusseldorf, Germany
[2] German Ctr Diabet Res, Partner Dusseldorf, Neuherberg, Germany
[3] Heinrich Heine Univ Dusseldorf, Med Fac, Ctr Hlth & Soc, Dusseldorf, Germany
[4] Heinrich Heine Univ Dusseldorf, Univ Hosp Dusseldorf, Dusseldorf, Germany
[5] German Diabet Ctr DDZ, Inst Biometr & Epidemiol, Aufm Hennekamp 65, D-40225 Dusseldorf, Germany
来源
DEUTSCHES ARZTEBLATT INTERNATIONAL | 2023年 / 120卷 / 41期
关键词
CAUSAL DIAGRAMS;
D O I
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中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Mediation analysis addresses the question of the mechanisms by which an exposure causes an outcome. This article is intended to convey basic knowledge of statistical mediation analysis. Methods: Selected articles and examples are used to explain the principle of mediation analysis.Results: The goal of mediation analysis is to express an overall exposure effect as a combination of an indirect and a direct effect. For example, it might be of interest whether the increased risk of diabetes (outcome) due to obesity (exposure) is mediated by insulin resistance (indirect effect), and, if so, how much of a direct effect remains. In this example, insulin resis-tance is a potential mediator of the effect of obesity on the risk of diabetes. In general, for a mediation analysis to be valid, more confounders must be taken into account than in the estimation of the overall effect size. A regression-based approach can be used to ensure the consideration of all relevant confounders in a mediation analysis.Conclusion: By decomposing the overall exposure effect into indirect and direct components, a mediation analysis can reveal not just whether an exposure causes an outcome, but also how. For a mediation analysis to be valid, however, multiple assumptions must be satisfied that cannot easily be checked, potentially compromising such analyses as compared to the estimation of an overall effect.
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页数:7
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