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A proposed clinical and biological interpretation of mediated interaction
Understanding of causal pathways in epidemiology involves the concepts of direct and indirect effects. Recently, causal mediation analysis has been formalized to quantify these direct and indirect effects in the presence of exposure–mediator interaction and even allows for four-way decomposition of...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4636997/ https://www.ncbi.nlm.nih.gov/pubmed/26438385 http://dx.doi.org/10.1007/s10654-015-0087-5 |
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author | Ikram, M. Arfan VanderWeele, Tyler J. |
author_facet | Ikram, M. Arfan VanderWeele, Tyler J. |
author_sort | Ikram, M. Arfan |
collection | PubMed |
description | Understanding of causal pathways in epidemiology involves the concepts of direct and indirect effects. Recently, causal mediation analysis has been formalized to quantify these direct and indirect effects in the presence of exposure–mediator interaction and even allows for four-way decomposition of the total effect: controlled direct effect, reference interaction, mediated interaction, pure indirect effect. Whereas the other three effects can be intuitively conceptualized, mediated interaction is often considered a nuisance in statistical analysis. In this paper, we focus on mediated interaction and contrast it against pure mediation. We also propose a clinical and biological interpretation of mediated interaction using three hypothetical examples. With these examples we aim to make researchers aware that mediated interaction can actually provide important clinical and biological information. |
format | Online Article Text |
id | pubmed-4636997 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-46369972015-11-12 A proposed clinical and biological interpretation of mediated interaction Ikram, M. Arfan VanderWeele, Tyler J. Eur J Epidemiol Methods Understanding of causal pathways in epidemiology involves the concepts of direct and indirect effects. Recently, causal mediation analysis has been formalized to quantify these direct and indirect effects in the presence of exposure–mediator interaction and even allows for four-way decomposition of the total effect: controlled direct effect, reference interaction, mediated interaction, pure indirect effect. Whereas the other three effects can be intuitively conceptualized, mediated interaction is often considered a nuisance in statistical analysis. In this paper, we focus on mediated interaction and contrast it against pure mediation. We also propose a clinical and biological interpretation of mediated interaction using three hypothetical examples. With these examples we aim to make researchers aware that mediated interaction can actually provide important clinical and biological information. Springer Netherlands 2015-10-05 2015 /pmc/articles/PMC4636997/ /pubmed/26438385 http://dx.doi.org/10.1007/s10654-015-0087-5 Text en © The Author(s) 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Methods Ikram, M. Arfan VanderWeele, Tyler J. A proposed clinical and biological interpretation of mediated interaction |
title | A proposed clinical and biological interpretation of mediated interaction |
title_full | A proposed clinical and biological interpretation of mediated interaction |
title_fullStr | A proposed clinical and biological interpretation of mediated interaction |
title_full_unstemmed | A proposed clinical and biological interpretation of mediated interaction |
title_short | A proposed clinical and biological interpretation of mediated interaction |
title_sort | proposed clinical and biological interpretation of mediated interaction |
topic | Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4636997/ https://www.ncbi.nlm.nih.gov/pubmed/26438385 http://dx.doi.org/10.1007/s10654-015-0087-5 |
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