Modifiable Risk Factors and Socioeconomic Inequity in Diabetes: A Prospective Analysis in the UK Biobank

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Publication date

2026-05-20

Authors

Zhang, Yan Bo
Lu, Qi
Zhou, Yan Feng
Chen, Jun Xiang
Geng, Ting Ting
Li, Yue
Franco, OHORCID 0000-0002-4606-4929
Isasi, Carmen R.
Qi, Qi Bin
Liao, Yun Fei

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Article

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taverne

Abstract

Objective: To examine the association between overall socioeconomic status (SES) and incident diabetes, to estimate how much of the SES-diabetes association is explained by modifiable diabetes risk factors, and to assess whether the benefits of favorable risk factor profiles differ by SES. Methods: We analyzed 337,229 adults without diabetes at baseline from the UK Biobank. Overall SES was derived using latent class analysis based on income, occupation, and education. Modifiable diabetes risk factor scores were constructed across physiological, behavioral, environmental, and psychological domains. Cox proportional hazard models and additive hazard models were used to evaluate associations, mediation proportions, and interactions for incident diabetes. Results: During a median follow-up of 12.5 years, 11,557 participants developed diabetes ascertained through linkage to registries. The low SES group had 2.47-fold (95% CI: 2.33-2.62) diabetes risk and 2.7 (2.5-2.8) more incident diabetes cases per 1,000 person-years compared to the high SES group, 54.4% of which was explained by all modifiable factors jointly, with physiological score contributing to the largest proportion (39.1%). Favorable risk factor profiles were associated with lower diabetes risk across all SES groups, and absolute risk reductions associated with favorable profiles were greatest among individuals with low SES ( P for additive interaction ≤ 0.002). Conclusion: More than half of the excess diabetes risk associated with low SES can be explained by modifiable risk factors. Improving these factors may contribute to greater reduction in diabetes incidence among socioeconomically disadvantaged populations, supporting targeted diabetes prevention strategies to reduce socioeconomic disparities.

Keywords

Diabetes, Environment, Interaction, Lifestyle, Mediation, Psychology, Socioeconomic status, Taverne, Public Health, Environmental and Occupational Health, Health, Toxicology and Mutagenesis

Citation

Zhang, Y B, Lu, Q, Zhou, Y F, Chen, J X, Geng, T T, Li, Y, Franco, O H, Isasi, C R, Qi, Q B, Liao, Y F, Liu, G & Pan, A 2026, 'Modifiable Risk Factors and Socioeconomic Inequity in Diabetes : A Prospective Analysis in the UK Biobank', Biomedical and environmental sciences : BES, vol. 39, no. 5, pp. 553-563. https://doi.org/10.3967/bes2026.037