Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.

Studies of work disability in diabetes have examined diabetes as a homogeneous disease. We sought to identify subgroups among persons with diabetes based on potential risk factors for work disability.Participants were 2,445 employees with diabetes from three prospective cohorts (the Finnish Public S...

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Main Authors: Marianna Virtanen, Jussi Vahtera, Jenny Head, Rosemary Dray-Spira, Annaleena Okuloff, Adam G Tabak, Marcel Goldberg, Jenni Ervasti, Markus Jokela, Archana Singh-Manoux, Jaana Pentti, Marie Zins, Mika Kivimäki
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4646666?pdf=render
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spelling doaj-0889480bd99c4c1e98172213ef6695192020-11-24T21:49:44ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-011011e014318410.1371/journal.pone.0143184Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.Marianna VirtanenJussi VahteraJenny HeadRosemary Dray-SpiraAnnaleena OkuloffAdam G TabakMarcel GoldbergJenni ErvastiMarkus JokelaArchana Singh-ManouxJaana PenttiMarie ZinsMika KivimäkiStudies of work disability in diabetes have examined diabetes as a homogeneous disease. We sought to identify subgroups among persons with diabetes based on potential risk factors for work disability.Participants were 2,445 employees with diabetes from three prospective cohorts (the Finnish Public Sector study, the GAZEL study, and the Whitehall II study). Work disability was ascertained via linkage to registers of sickness absence and disability pensions during a follow-up of 4 years. Study-specific latent class analysis was used to identify subgroups according to prevalent comorbid disease and health-risk behaviours. Study-specific associations with work disability at follow-up were pooled using fixed-effects meta-analysis.Separate latent class analyses for men and women in each cohort supported a two-class solution with one subgroup (total n = 1,086; 44.4%) having high prevalence of chronic somatic diseases, psychological symptoms, obesity, physical inactivity and abstinence from alcohol and the other subgroup (total n = 1,359; 55.6%) low prevalence of these factors. In the adjusted meta-analyses, participants in the 'high-risk' group had more work disability days (pooled rate ratio = 1.66, 95% CI 1.38-1.99) and more work disability episodes (pooled rate ratio = 1.33, 95% CI 1.21-1.46). These associations were similar in men and women, younger and older participants, and across occupational groups.Diabetes is not a homogeneous disease in terms of work disability risk. Approximately half of people with diabetes are assigned to a subgroup characterised by clustering of comorbid health conditions, obesity, physical inactivity, abstinence of alcohol, and associated high risk of work disability; the other half to a subgroup characterised by a more favourable risk profile.http://europepmc.org/articles/PMC4646666?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Marianna Virtanen
Jussi Vahtera
Jenny Head
Rosemary Dray-Spira
Annaleena Okuloff
Adam G Tabak
Marcel Goldberg
Jenni Ervasti
Markus Jokela
Archana Singh-Manoux
Jaana Pentti
Marie Zins
Mika Kivimäki
spellingShingle Marianna Virtanen
Jussi Vahtera
Jenny Head
Rosemary Dray-Spira
Annaleena Okuloff
Adam G Tabak
Marcel Goldberg
Jenni Ervasti
Markus Jokela
Archana Singh-Manoux
Jaana Pentti
Marie Zins
Mika Kivimäki
Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
PLoS ONE
author_facet Marianna Virtanen
Jussi Vahtera
Jenny Head
Rosemary Dray-Spira
Annaleena Okuloff
Adam G Tabak
Marcel Goldberg
Jenni Ervasti
Markus Jokela
Archana Singh-Manoux
Jaana Pentti
Marie Zins
Mika Kivimäki
author_sort Marianna Virtanen
title Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
title_short Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
title_full Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
title_fullStr Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
title_full_unstemmed Work Disability among Employees with Diabetes: Latent Class Analysis of Risk Factors in Three Prospective Cohort Studies.
title_sort work disability among employees with diabetes: latent class analysis of risk factors in three prospective cohort studies.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description Studies of work disability in diabetes have examined diabetes as a homogeneous disease. We sought to identify subgroups among persons with diabetes based on potential risk factors for work disability.Participants were 2,445 employees with diabetes from three prospective cohorts (the Finnish Public Sector study, the GAZEL study, and the Whitehall II study). Work disability was ascertained via linkage to registers of sickness absence and disability pensions during a follow-up of 4 years. Study-specific latent class analysis was used to identify subgroups according to prevalent comorbid disease and health-risk behaviours. Study-specific associations with work disability at follow-up were pooled using fixed-effects meta-analysis.Separate latent class analyses for men and women in each cohort supported a two-class solution with one subgroup (total n = 1,086; 44.4%) having high prevalence of chronic somatic diseases, psychological symptoms, obesity, physical inactivity and abstinence from alcohol and the other subgroup (total n = 1,359; 55.6%) low prevalence of these factors. In the adjusted meta-analyses, participants in the 'high-risk' group had more work disability days (pooled rate ratio = 1.66, 95% CI 1.38-1.99) and more work disability episodes (pooled rate ratio = 1.33, 95% CI 1.21-1.46). These associations were similar in men and women, younger and older participants, and across occupational groups.Diabetes is not a homogeneous disease in terms of work disability risk. Approximately half of people with diabetes are assigned to a subgroup characterised by clustering of comorbid health conditions, obesity, physical inactivity, abstinence of alcohol, and associated high risk of work disability; the other half to a subgroup characterised by a more favourable risk profile.
url http://europepmc.org/articles/PMC4646666?pdf=render
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