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Relationship between mediation analysis and the structured life course approach

Many questions in life course epidemiology involve mediation and/or interaction because of the long latency period between exposures and outcomes. In this paper, we explore how mediation analysis (based on counterfactual theory and implemented using conventional regression approaches) links with a s...

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Autores principales: Howe, Laura D, Smith, Andrew D, Macdonald-Wallis, Corrie, Anderson, Emma L, Galobardes, Bruna, Lawlor, Debbie A, Ben-Shlomo, Yoav, Hardy, Rebecca, Cooper, Rachel, Tilling, Kate, Fraser, Abigail
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5841634/
https://www.ncbi.nlm.nih.gov/pubmed/27681097
http://dx.doi.org/10.1093/ije/dyw254
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author Howe, Laura D
Smith, Andrew D
Macdonald-Wallis, Corrie
Anderson, Emma L
Galobardes, Bruna
Lawlor, Debbie A
Ben-Shlomo, Yoav
Hardy, Rebecca
Cooper, Rachel
Tilling, Kate
Fraser, Abigail
author_facet Howe, Laura D
Smith, Andrew D
Macdonald-Wallis, Corrie
Anderson, Emma L
Galobardes, Bruna
Lawlor, Debbie A
Ben-Shlomo, Yoav
Hardy, Rebecca
Cooper, Rachel
Tilling, Kate
Fraser, Abigail
author_sort Howe, Laura D
collection PubMed
description Many questions in life course epidemiology involve mediation and/or interaction because of the long latency period between exposures and outcomes. In this paper, we explore how mediation analysis (based on counterfactual theory and implemented using conventional regression approaches) links with a structured approach to selecting life course hypotheses. Using theory and simulated data, we show how the alternative life course hypotheses assessed in the structured life course approach correspond to different combinations of mediation and interaction parameters. For example, an early life critical period model corresponds to a direct effect of the early life exposure, but no indirect effect via the mediator and no interaction between the early life exposure and the mediator. We also compare these methods using an illustrative real-data example using data on parental occupational social class (early life exposure), own adult occupational social class (mediator) and physical capability (outcome).
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spelling pubmed-58416342018-03-28 Relationship between mediation analysis and the structured life course approach Howe, Laura D Smith, Andrew D Macdonald-Wallis, Corrie Anderson, Emma L Galobardes, Bruna Lawlor, Debbie A Ben-Shlomo, Yoav Hardy, Rebecca Cooper, Rachel Tilling, Kate Fraser, Abigail Int J Epidemiol Education Corner Many questions in life course epidemiology involve mediation and/or interaction because of the long latency period between exposures and outcomes. In this paper, we explore how mediation analysis (based on counterfactual theory and implemented using conventional regression approaches) links with a structured approach to selecting life course hypotheses. Using theory and simulated data, we show how the alternative life course hypotheses assessed in the structured life course approach correspond to different combinations of mediation and interaction parameters. For example, an early life critical period model corresponds to a direct effect of the early life exposure, but no indirect effect via the mediator and no interaction between the early life exposure and the mediator. We also compare these methods using an illustrative real-data example using data on parental occupational social class (early life exposure), own adult occupational social class (mediator) and physical capability (outcome). Oxford University Press 2016-08-01 2016-10-06 /pmc/articles/PMC5841634/ /pubmed/27681097 http://dx.doi.org/10.1093/ije/dyw254 Text en © The Author 2016. Published by Oxford University Press on behalf of the International Epidemiological Association http://creativecommons.org/licenses/by/4.0/ 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Education Corner
Howe, Laura D
Smith, Andrew D
Macdonald-Wallis, Corrie
Anderson, Emma L
Galobardes, Bruna
Lawlor, Debbie A
Ben-Shlomo, Yoav
Hardy, Rebecca
Cooper, Rachel
Tilling, Kate
Fraser, Abigail
Relationship between mediation analysis and the structured life course approach
title Relationship between mediation analysis and the structured life course approach
title_full Relationship between mediation analysis and the structured life course approach
title_fullStr Relationship between mediation analysis and the structured life course approach
title_full_unstemmed Relationship between mediation analysis and the structured life course approach
title_short Relationship between mediation analysis and the structured life course approach
title_sort relationship between mediation analysis and the structured life course approach
topic Education Corner
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5841634/
https://www.ncbi.nlm.nih.gov/pubmed/27681097
http://dx.doi.org/10.1093/ije/dyw254
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