Laura D. Howe
Relationship between mediation analysis and the structured life course approach
Howe, Laura D.; Smith, Andrew D.; Anderson, Emma L.; Lawlor, Debbie A.; Howe, Laura D; Smith, Andrew D. A. C.; Anderson, Emma L; Lawlor, Debbie A; Macdonald-Wallis, Corrie; Galobardes, Bruna; Ben-Shlomo, Yoav; Hardy, Rebecca; Cooper, Rachel; Tilling, Kate; Fraser, Abigail
Authors
Andrew D. Smith
Emma L. Anderson
Debbie A. Lawlor
Laura D Howe
Dr Andrew Smith Andrew18.Smith@uwe.ac.uk
Associate Professor of Statistics
Emma L Anderson
Debbie A Lawlor
Corrie Macdonald-Wallis
Bruna Galobardes
Yoav Ben-Shlomo
Rebecca Hardy
Rachel Cooper
Kate Tilling
Abigail Fraser
Abstract
© The Author 2016. Published by Oxford University Press on behalf of the International Epidemiological Association. 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).
Journal Article Type | Article |
---|---|
Acceptance Date | Aug 10, 2016 |
Publication Date | Jan 1, 2016 |
Deposit Date | Sep 30, 2016 |
Publicly Available Date | Sep 30, 2016 |
Journal | International Journal of Epidemiology |
Print ISSN | 0300-5771 |
Electronic ISSN | 1464-3685 |
Publisher | Oxford University Press (OUP) |
Peer Reviewed | Peer Reviewed |
Volume | 45 |
Issue | 4 |
Pages | 1280-1294 |
DOI | https://doi.org/10.1093/ije/dyw254 |
Keywords | mediation, life course |
Public URL | https://uwe-repository.worktribe.com/output/908478 |
Publisher URL | http://dx.doi.org/10.1093/ije/dyw254 |
Contract Date | Sep 30, 2016 |
Files
Int. J. Epidemiol.-2016-Howe-ije-dyw254.pdf
(333 Kb)
PDF
You might also like
Downloadable Citations
About UWE Bristol Research Repository
Administrator e-mail: repository@uwe.ac.uk
This application uses the following open-source libraries:
SheetJS Community Edition
Apache License Version 2.0 (http://www.apache.org/licenses/)
PDF.js
Apache License Version 2.0 (http://www.apache.org/licenses/)
Font Awesome
SIL OFL 1.1 (http://scripts.sil.org/OFL)
MIT License (http://opensource.org/licenses/mit-license.html)
CC BY 3.0 ( http://creativecommons.org/licenses/by/3.0/)
Powered by Worktribe © 2024
Advanced Search