Contribution of modifiable risk factors to social inequalities in type 2 diabetes: prospective Whitehall II cohort study
- PMID: 22915665
- PMCID: PMC3424226
- DOI: 10.1136/bmj.e5452
Contribution of modifiable risk factors to social inequalities in type 2 diabetes: prospective Whitehall II cohort study
Abstract
Objective: To assess the contribution of modifiable risk factors to social inequalities in the incidence of type 2 diabetes when these factors are measured at study baseline or repeatedly over follow-up and when long term exposure is accounted for.
Design: Prospective cohort study with risk factors (health behaviours (smoking, alcohol consumption, diet, and physical activity), body mass index, and biological risk markers (systolic blood pressure, triglycerides and high density lipoprotein cholesterol)) measured four times and diabetes status assessed seven times between 1991-93 and 2007-09.
Setting: Civil service departments in London (Whitehall II study).
Participants: 7237 adults without diabetes (mean age 49.4 years; 2196 women).
Main outcome measures: Incidence of type 2 diabetes and contribution of risk factors to its association with socioeconomic status.
Results: Over a mean follow-up of 14.2 years, 818 incident cases of diabetes were identified. Participants in the lowest occupational category had a 1.86-fold (hazard ratio 1.86, 95% confidence interval 1.48 to 2.32) greater risk of developing diabetes relative to those in the highest occupational category. Health behaviours and body mass index explained 33% (-1% to 78%) of this socioeconomic differential when risk factors were assessed at study baseline (attenuation of hazard ratio from 1.86 to 1.51), 36% (22% to 66%) when they were assessed repeatedly over the follow-up (attenuated hazard ratio 1.48), and 45% (28% to 75%) when long term exposure over the follow-up was accounted for (attenuated hazard ratio 1.41). With additional adjustment for biological risk markers, a total of 53% (29% to 88%) of the socioeconomic differential was explained (attenuated hazard ratio 1.35, 1.05 to 1.72).
Conclusions: Modifiable risk factors such as health behaviours and obesity, when measured repeatedly over time, explain almost half of the social inequalities in incidence of type 2 diabetes. This is more than was seen in previous studies based on single measurement of risk factors.
Conflict of interest statement
Competing interests: All authors have completed the ICMJE uniform disclosure form at
Comment in
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Diabetes: unhealthy lifestyle and obesity explain half of socioeconomic differences in T2DM.Nat Rev Endocrinol. 2012 Nov;8(11):625. doi: 10.1038/nrendo.2012.174. Epub 2012 Sep 11. Nat Rev Endocrinol. 2012. PMID: 22965165 No abstract available.
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References
-
- International Diabetes Federation. The diabetes atlas. Third Edition. IDF, 2006.
-
- Danaei G, Lawes CM, Vander Hoorn S, Murray CJ, Ezzati M. Global and regional mortality from ischaemic heart disease and stroke attributable to higher-than-optimum blood glucose concentration: comparative risk assessment. Lancet 2006;368:1651-9. - PubMed
-
- World Health Organization. Diabetes. (Fact sheet No 312.) WHO, 2011.
-
- Zhang P, Engelgau MM, Norris SL, Gregg EW, Narayan KM. Application of economic analysis to diabetes and diabetes care. Ann Intern Med 2004;140:972-7. - PubMed
-
- Diabetes mellitus: a major risk factor for cardiovascular disease. A joint editorial statement by the American Diabetes Association; the National Heart, Lung, and Blood Institute; the Juvenile Diabetes Foundation International; the National Institute of Diabetes and Digestive and Kidney Diseases; and the American Heart Association. Circulation 1999;100:1132-3. - PubMed
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