A double robust approach to causal effects in case-control studies
- PMID: 24488515
- PMCID: PMC3939846
- DOI: 10.1093/aje/kwt318
A double robust approach to causal effects in case-control studies
Abstract
In a recent issue of the Journal, VanderWeele and Vansteelandt (Am J Epidemiol. 2011;174(10):1197-1203) discussed an inverse probability weighting method for case-control studies that could be used to estimate an additive interaction effect, referred to as the "relative excess risk due to interaction." In this article, we reinforce the well-known disadvantages of inverse probability weighting and comment on the desirability of the described parameter. Further, we review an existing double robust estimator not considered by VanderWeele and Vansteelandt, the case-control-weighted targeted maximum likelihood estimator, which has improved properties in comparison with a previously described inverse-probability-weighted estimator. This targeted maximum likelihood estimator can be used to target various parameters of interest, and its implementation has been described previously for the risk difference, relative risk, and odds ratio.
Keywords: case-control studies; causality; epidemiologic methods; estimation techniques.
Comment in
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Invited commentary: Some advantages of the relative excess risk due to interaction (RERI)--towards better estimators of additive interaction.Am J Epidemiol. 2014 Mar 15;179(6):670-1. doi: 10.1093/aje/kwt316. Epub 2014 Jan 31. Am J Epidemiol. 2014. PMID: 24488514 Free PMC article.
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Rose and van der Laan respond to "Some advantages of the relative excess risk due to interaction".Am J Epidemiol. 2014 Mar 15;179(6):672-3. doi: 10.1093/aje/kwt317. Epub 2014 Jan 31. Am J Epidemiol. 2014. PMID: 24488516 Free PMC article. No abstract available.
Comment on
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A weighting approach to causal effects and additive interaction in case-control studies: marginal structural linear odds models.Am J Epidemiol. 2011 Nov 15;174(10):1197-203. doi: 10.1093/aje/kwr334. Epub 2011 Oct 19. Am J Epidemiol. 2011. PMID: 22058231 Free PMC article.
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