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Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study
BACKGROUND: Insomnia symptoms are associated with type 2 diabetes incidence but are also associated with a range of potential time-varying covariates which may confound and/or mediate associations. We aimed to assess whether cumulative exposure to insomnia symptoms has a causal effect on type 2 diab...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5356374/ https://www.ncbi.nlm.nih.gov/pubmed/28302102 http://dx.doi.org/10.1186/s12888-017-1268-4 |
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author | Green, Michael J Espie, Colin A Popham, Frank Robertson, Tony Benzeval, Michaela |
author_facet | Green, Michael J Espie, Colin A Popham, Frank Robertson, Tony Benzeval, Michaela |
author_sort | Green, Michael J |
collection | PubMed |
description | BACKGROUND: Insomnia symptoms are associated with type 2 diabetes incidence but are also associated with a range of potential time-varying covariates which may confound and/or mediate associations. We aimed to assess whether cumulative exposure to insomnia symptoms has a causal effect on type 2 diabetes incidence. METHODS: A prospective cohort study in the West of Scotland, following respondents for 20 years from age 36. 996 respondents were free of diabetes at baseline and had valid data from up to four follow-up visits. Type 2 diabetes was assessed at the final visit by self-report, taking diabetic medication, or blood-test (HbA(1c) ≥ 6.5% or 48 mmol/mol). Effects of cumulative insomnia exposure on type 2 diabetes incidence were estimated with traditional regression and marginal structural models, adjusting for time-dependent confounding (smoking, diet, physical inactivity, obesity, heavy drinking, psychiatric distress) as well as for gender and baseline occupational class. RESULTS: Traditional regression yielded an odds ratio (OR) of 1.34 (95% CI: 1.06-1.70) for type 2 diabetes incidence for each additional survey wave in which insomnia was reported. Marginal structural models adjusted for prior covariates (assuming concurrently measured covariates were potential mediators), reduced this OR to 1.20 (95% CI: 0.98-1.46), and when concurrent covariates were also included (viewing them as potential confounders) this dropped further to 1.08 (95% CI: 0.85-1.37). CONCLUSIONS: The association between cumulative experience of insomnia and type 2 diabetes incidence appeared confounded. Evidence for a residual causal effect depended on assumptions as to whether concurrently measured covariates were confounders or mediators. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12888-017-1268-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5356374 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-53563742017-03-22 Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study Green, Michael J Espie, Colin A Popham, Frank Robertson, Tony Benzeval, Michaela BMC Psychiatry Research Article BACKGROUND: Insomnia symptoms are associated with type 2 diabetes incidence but are also associated with a range of potential time-varying covariates which may confound and/or mediate associations. We aimed to assess whether cumulative exposure to insomnia symptoms has a causal effect on type 2 diabetes incidence. METHODS: A prospective cohort study in the West of Scotland, following respondents for 20 years from age 36. 996 respondents were free of diabetes at baseline and had valid data from up to four follow-up visits. Type 2 diabetes was assessed at the final visit by self-report, taking diabetic medication, or blood-test (HbA(1c) ≥ 6.5% or 48 mmol/mol). Effects of cumulative insomnia exposure on type 2 diabetes incidence were estimated with traditional regression and marginal structural models, adjusting for time-dependent confounding (smoking, diet, physical inactivity, obesity, heavy drinking, psychiatric distress) as well as for gender and baseline occupational class. RESULTS: Traditional regression yielded an odds ratio (OR) of 1.34 (95% CI: 1.06-1.70) for type 2 diabetes incidence for each additional survey wave in which insomnia was reported. Marginal structural models adjusted for prior covariates (assuming concurrently measured covariates were potential mediators), reduced this OR to 1.20 (95% CI: 0.98-1.46), and when concurrent covariates were also included (viewing them as potential confounders) this dropped further to 1.08 (95% CI: 0.85-1.37). CONCLUSIONS: The association between cumulative experience of insomnia and type 2 diabetes incidence appeared confounded. Evidence for a residual causal effect depended on assumptions as to whether concurrently measured covariates were confounders or mediators. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12888-017-1268-4) contains supplementary material, which is available to authorized users. BioMed Central 2017-03-16 /pmc/articles/PMC5356374/ /pubmed/28302102 http://dx.doi.org/10.1186/s12888-017-1268-4 Text en © The Author(s). 2017 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. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Green, Michael J Espie, Colin A Popham, Frank Robertson, Tony Benzeval, Michaela Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title | Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title_full | Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title_fullStr | Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title_full_unstemmed | Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title_short | Insomnia symptoms as a cause of type 2 diabetes Incidence: a 20 year cohort study |
title_sort | insomnia symptoms as a cause of type 2 diabetes incidence: a 20 year cohort study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5356374/ https://www.ncbi.nlm.nih.gov/pubmed/28302102 http://dx.doi.org/10.1186/s12888-017-1268-4 |
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