Cargando…
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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |
_version_ | 1783304774949535744 |
---|---|
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). |
format | Online Article Text |
id | pubmed-5841634 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT howelaurad relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT smithandrewd relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT macdonaldwalliscorrie relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT andersonemmal relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT galobardesbruna relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT lawlordebbiea relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT benshlomoyoav relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT hardyrebecca relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT cooperrachel relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT tillingkate relationshipbetweenmediationanalysisandthestructuredlifecourseapproach AT fraserabigail relationshipbetweenmediationanalysisandthestructuredlifecourseapproach |