Estimating the direct and indirect pathways between education and diabetes incidence among Canadian men and women: a mediation analysis

Abstract Purpose To estimate the direct and indirect pathways between education and diabetes. Methods We examined the relative contribution of eight different pathways between education and diabetes incidence over a 9-year period in Ontario, Canada. Our data source was respondents (35–60 years of ag...

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Veröffentlicht in:Annals of epidemiology 2013-03, Vol.23 (3), p.143-149
Hauptverfasser: Smith, Peter M., PhD, MPH, Smith, Brendan T., MSc, Mustard, Cameron A., ScD, Lu, Hong, PhD, Glazier, Richard H., MD, MPH
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container_end_page 149
container_issue 3
container_start_page 143
container_title Annals of epidemiology
container_volume 23
creator Smith, Peter M., PhD, MPH
Smith, Brendan T., MSc
Mustard, Cameron A., ScD
Lu, Hong, PhD
Glazier, Richard H., MD, MPH
description Abstract Purpose To estimate the direct and indirect pathways between education and diabetes. Methods We examined the relative contribution of eight different pathways between education and diabetes incidence over a 9-year period in Ontario, Canada. Our data source was respondents (35–60 years of age) to the 2000–2001 Canadian Community Health Survey individually linked with physician and hospital administrative data. Our sample contained 11,899 participants with no previous diagnosis of diabetes. The direct and indirect effects of education level on incident diabetes were estimated using Aalen additive hazard models. Results Not having completed secondary education was associated with 120 extra diabetes cases per 10,000 men per year and 43 additional diabetes cases per 10,000 women per year, compared with having Bachelors education or higher. Body mass index accounted for 13 of the 120 extra diabetes cases among men, and 24 of the 43 additional diabetes cases for women. Conclusions Of the mediating pathways examined in this paper, body mass index was the pathway through which the largest number of diabetes cases was mediated among men and women. A substantial number of excess diabetes cases among respondents with lower education levels, in particular among men, were not mediated through any of the eight pathways examined.
doi_str_mv 10.1016/j.annepidem.2012.12.012
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Methods We examined the relative contribution of eight different pathways between education and diabetes incidence over a 9-year period in Ontario, Canada. Our data source was respondents (35–60 years of age) to the 2000–2001 Canadian Community Health Survey individually linked with physician and hospital administrative data. Our sample contained 11,899 participants with no previous diagnosis of diabetes. The direct and indirect effects of education level on incident diabetes were estimated using Aalen additive hazard models. Results Not having completed secondary education was associated with 120 extra diabetes cases per 10,000 men per year and 43 additional diabetes cases per 10,000 women per year, compared with having Bachelors education or higher. Body mass index accounted for 13 of the 120 extra diabetes cases among men, and 24 of the 43 additional diabetes cases for women. Conclusions Of the mediating pathways examined in this paper, body mass index was the pathway through which the largest number of diabetes cases was mediated among men and women. A substantial number of excess diabetes cases among respondents with lower education levels, in particular among men, were not mediated through any of the eight pathways examined.</description><identifier>ISSN: 1047-2797</identifier><identifier>EISSN: 1873-2585</identifier><identifier>DOI: 10.1016/j.annepidem.2012.12.012</identifier><identifier>PMID: 23394978</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Adult ; Body Mass Index ; Diabetes ; Diabetes Mellitus - epidemiology ; Educational Status ; Female ; Gender ; Humans ; Incidence ; Internal Medicine ; Male ; Mediation ; Middle Aged ; Ontario - epidemiology ; Social epidemiology ; Socioeconomic position</subject><ispartof>Annals of epidemiology, 2013-03, Vol.23 (3), p.143-149</ispartof><rights>Elsevier Inc.</rights><rights>2013 Elsevier Inc.</rights><rights>Copyright © 2013 Elsevier Inc. 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Methods We examined the relative contribution of eight different pathways between education and diabetes incidence over a 9-year period in Ontario, Canada. Our data source was respondents (35–60 years of age) to the 2000–2001 Canadian Community Health Survey individually linked with physician and hospital administrative data. Our sample contained 11,899 participants with no previous diagnosis of diabetes. The direct and indirect effects of education level on incident diabetes were estimated using Aalen additive hazard models. Results Not having completed secondary education was associated with 120 extra diabetes cases per 10,000 men per year and 43 additional diabetes cases per 10,000 women per year, compared with having Bachelors education or higher. Body mass index accounted for 13 of the 120 extra diabetes cases among men, and 24 of the 43 additional diabetes cases for women. Conclusions Of the mediating pathways examined in this paper, body mass index was the pathway through which the largest number of diabetes cases was mediated among men and women. 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Methods We examined the relative contribution of eight different pathways between education and diabetes incidence over a 9-year period in Ontario, Canada. Our data source was respondents (35–60 years of age) to the 2000–2001 Canadian Community Health Survey individually linked with physician and hospital administrative data. Our sample contained 11,899 participants with no previous diagnosis of diabetes. The direct and indirect effects of education level on incident diabetes were estimated using Aalen additive hazard models. Results Not having completed secondary education was associated with 120 extra diabetes cases per 10,000 men per year and 43 additional diabetes cases per 10,000 women per year, compared with having Bachelors education or higher. Body mass index accounted for 13 of the 120 extra diabetes cases among men, and 24 of the 43 additional diabetes cases for women. Conclusions Of the mediating pathways examined in this paper, body mass index was the pathway through which the largest number of diabetes cases was mediated among men and women. A substantial number of excess diabetes cases among respondents with lower education levels, in particular among men, were not mediated through any of the eight pathways examined.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>23394978</pmid><doi>10.1016/j.annepidem.2012.12.012</doi><tpages>7</tpages></addata></record>
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subjects Adult
Body Mass Index
Diabetes
Diabetes Mellitus - epidemiology
Educational Status
Female
Gender
Humans
Incidence
Internal Medicine
Male
Mediation
Middle Aged
Ontario - epidemiology
Social epidemiology
Socioeconomic position
title Estimating the direct and indirect pathways between education and diabetes incidence among Canadian men and women: a mediation analysis
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