Point: Risk Ratio Equations for Natural Direct and Indirect Effects in Causal Mediation Analysis of a Binary Mediator and a Binary Outcome-A Fresh Look at the Formulas
- PMID: 30590386
- DOI: 10.1093/aje/kwy275
Point: Risk Ratio Equations for Natural Direct and Indirect Effects in Causal Mediation Analysis of a Binary Mediator and a Binary Outcome-A Fresh Look at the Formulas
Abstract
In this article, we review the formulas for the natural direct and indirect effects' risk ratios introduced by Ananth and VanderWeele (Am J Epidemiol. 2011;174(1):99-108) for causal mediation analysis of a binary mediator and a binary outcome. In particular, we show that the closed-form equations Ananth and VanderWeele provided do not correspond to the log-binomial model specified by these authors for the mediator variable, but rather to a logistic model. We then provide risk ratio equations for natural direct and indirect effects that truly pertain to a log-binomial model. We conclude with a discussion on the practical implications of the binary mediator model's specification by analysts. The related impact can be negligible or not, depending on the rareness of the mediator.
Keywords: binary mediator; causal mediation analysis; log-binomial model; logistic model; risk ratio.
© The Author(s) 2019. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.
Comment in
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Counterpoint: Mediation Formulas With Binary Mediators and Outcomes and the "Rare Outcome Assumption".Am J Epidemiol. 2019 Jul 1;188(7):1204-1205. doi: 10.1093/aje/kwy281. Am J Epidemiol. 2019. PMID: 30590417 Free PMC article.
Comment on
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Placental abruption and perinatal mortality with preterm delivery as a mediator: disentangling direct and indirect effects.Am J Epidemiol. 2011 Jul 1;174(1):99-108. doi: 10.1093/aje/kwr045. Epub 2011 Mar 23. Am J Epidemiol. 2011. PMID: 21430195 Free PMC article.
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