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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Korean Society of Epidemiology
2017
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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. |
format | Online Article Text |
id | pubmed-5723912 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Korean Society of Epidemiology |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT langetheis appliedmediationanalysesareviewandtutorial AT hansenkimwadt appliedmediationanalysesareviewandtutorial AT sørensenrikke appliedmediationanalysesareviewandtutorial AT galatiussøren appliedmediationanalysesareviewandtutorial |