Counterpoint: Mediation Formulas With Binary Mediators and Outcomes and the "Rare Outcome Assumption"
- PMID: 30590417
- PMCID: PMC6601523
- DOI: 10.1093/aje/kwy281
Counterpoint: Mediation Formulas With Binary Mediators and Outcomes and the "Rare Outcome Assumption"
Abstract
In their accompanying article, Samoilenko and Lefebvre (Am J Epidemiol. 2019;188(7):1203-1205) correctly note 2 typographical errors in the formulas presented in a 2011 paper on placental abruption by Ananth and VanderWeele (Am J Epidemiol. 2011;174(1):99-108). Fortunately, to the best of our knowledge, researchers are using our methods papers and Dr. VanderWeele's 2015 book on mediation analysis (Explanation in Causal Inference; Oxford University Press, New York, New York), rather than the paper on placental abruption, to carry out their direct and indirect effect analyses; and in our methods papers and the book, the formulas are correct. The formulas discussed by Samoilenko and Lefebvre and in our work make reference to a "rare outcome assumption." In evaluating this assumption, it is important to note that the outcome is to be relatively rare across all strata defined by the exposure and the mediator-a point that is often neglected.
Keywords: direct and indirect effects; mediation; odds ratios; rare outcomes.
© The Author(s) 2018. 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 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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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.Am J Epidemiol. 2019 Jul 1;188(7):1201-1203. doi: 10.1093/aje/kwy275. Am J Epidemiol. 2019. PMID: 30590386
References
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- Samoilenko M, Lefebvre G. 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. Am J Epidemiol. 2019;188(7):1201–1203. - PubMed
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- VanderWeele TJ. Explanation in Causal Inference: Methods for Mediation and Interaction. New York, NY: Oxford University Press; 2015.
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- American Psychological Association Supplemental material for mediation analysis allowing for exposure–mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros. http://supp.apa.org/psycarticles/supplemental/a0031034/a0031034_supp.html. Accessed December 4, 2018. - PMC - PubMed