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Applied mediation analyses: a review and tutorial

In recent years, mediation analysis has emerged as a powerful tool to disentangle causal pathways from an exposure/treatment to clinically relevant outcomes. Mediation analysis has been applied in scientific fields as diverse as labour market relations and randomized clinical trials of heart disease...

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Detalles Bibliográficos
Autores principales: Lange, Theis, Hansen, Kim Wadt, Sørensen, Rikke, Galatius, Søren
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Society of Epidemiology 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5723912/
https://www.ncbi.nlm.nih.gov/pubmed/29121709
http://dx.doi.org/10.4178/epih.e2017035
Descripción
Sumario:In recent years, mediation analysis has emerged as a powerful tool to disentangle causal pathways from an exposure/treatment to clinically relevant outcomes. Mediation analysis has been applied in scientific fields as diverse as labour market relations and randomized clinical trials of heart disease treatments. In parallel to these applications, the underlying mathematical theory and computer tools have been refined. This combined review and tutorial will introduce the reader to modern mediation analysis including: the mathematical framework; required assumptions; and software implementation in the R package medflex. All results are illustrated using a recent study on the causal pathways stemming from the early invasive treatment of acute coronary syndrome, for which the rich Danish population registers allow us to follow patients’ medication use and more after being discharged from hospital.