AI Article Synopsis

  • Causal mediation analysis (CMA) is gaining popularity in epidemiological studies but has limitations due to assumptions about confounding bias.
  • The authors propose a new method, MRinCMA, which combines CMA with Mendelian randomization to improve analysis of the causal effects of obesity and diabetes on pancreatic cancer.
  • Simulations showed that MRinCMA generally performs better than structural equation models, particularly with noncontinuous variables, and the study did not find evidence of a causal link between obesity or diabetes and pancreatic cancer.

Article Abstract

The application of causal mediation analysis (CMA) considering the mediation effect of a third variable is increasing in epidemiological studies; however, this requires fitting strong assumptions on confounding bias. To address this limitation, we propose an extension of CMA combining it with Mendelian randomization (MRinCMA). We applied the new approach to analyse the causal effect of obesity and diabetes on pancreatic cancer, considering each factor as potential mediator. To check the performance of MRinCMA under several conditions/scenarios, we used it in different simulated data sets and compared it with structural equation models. For continuous variables, MRinCMA and structural equation models performed similarly, suggesting that both approaches are valid to obtain unbiased estimates. When noncontinuous variables were considered, MRinCMA presented, overall, lower bias than structural equation models. By applying MRinCMA, we did not find any evidence of causality of obesity or diabetes on pancreatic cancer. With this new methodology, researchers would be able to address CMA hypotheses by appropriately accounting for the confounding bias assumption regardless of the conditions used in their studies in different settings.

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Source
http://dx.doi.org/10.1002/gepi.22519DOI Listing

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