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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
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author Lange, Theis
Hansen, Kim Wadt
Sørensen, Rikke
Galatius, Søren
author_facet Lange, Theis
Hansen, Kim Wadt
Sørensen, Rikke
Galatius, Søren
author_sort Lange, Theis
collection PubMed
description 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.
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spelling pubmed-57239122017-12-13 Applied mediation analyses: a review and tutorial Lange, Theis Hansen, Kim Wadt Sørensen, Rikke Galatius, Søren Epidemiol Health Review 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. Korean Society of Epidemiology 2017-08-06 /pmc/articles/PMC5723912/ /pubmed/29121709 http://dx.doi.org/10.4178/epih.e2017035 Text en ©2017, Korean Society of Epidemiology This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review
Lange, Theis
Hansen, Kim Wadt
Sørensen, Rikke
Galatius, Søren
Applied mediation analyses: a review and tutorial
title Applied mediation analyses: a review and tutorial
title_full Applied mediation analyses: a review and tutorial
title_fullStr Applied mediation analyses: a review and tutorial
title_full_unstemmed Applied mediation analyses: a review and tutorial
title_short Applied mediation analyses: a review and tutorial
title_sort applied mediation analyses: a review and tutorial
topic Review
url 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
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