Examining causal relationships between educational attainment and type 2 diabetes using genetic analysis: findings from the EPIC-InterAct study through Mendelian randomisation

Publication date

2025-04-10

Authors

Macciotta, Alessandra
Sacerdote, Carlotta
Giachino, Claudia
Di Girolamo, Chiara
Franco, Matteo
van der Schouw, YvonneORCID 0000-0002-4605-435XISNI 0000000140542144
Zamora-Ros, Raul
Weiderpass, Elisabete
Domenighetti, Cloé
Elbaz, Alexis

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Supervisors

Document Type

Article

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License

cc_by_nc

Abstract

INTRODUCTION: Observational studies have shown that more educated people are at lower risk of developing type 2 diabetes (T2D). However, robust study designs are needed to investigate the likelihood that such a relationship is causal. This study used genetic instruments for education to estimate the effect of education on T2D using the Mendelian randomisation (MR) approach. METHODS: Analyses have been conducted in the European Prospective Investigation into Cancer and Nutrition (EPIC)-InterAct study (more than 20 000 individuals), a case-cohort study of T2D nested in the EPIC cohort. Education was measured as Years of Education and Relative Index of Inequality. Prentice-weighted Cox models were performed to estimate the association between education and T2D. One-sample MR analyses investigated whether genetic predisposition towards longer education was associated with risk of T2D and investigated potential mediators of the association. RESULTS: MR estimates indicated a risk reduction of about 15% for each year of longer education on the risk of developing T2D, confirming the protective role estimated by observational models (HR 0.96, 95% CI 0.95 to 0.96). MR analyses on putative mediators showed a significant role of education on body mass index, alcohol consumption, adherence to the Mediterranean diet and smoking habits. CONCLUSION: The results supported the hypothesis that higher education is a protective factor for the risk of developing T2D. Based on its position in the causal chain, education may be antecedent of other known risk factors for T2D including unhealthy behaviours. These findings reinforce evidence obtained through observational study designs and bridge the gap between correlation and causation.

Keywords

DIABETES MELLITUS, EDUCATION, MENDELIAN RANDOMIZATION ANALYSIS, Epidemiology, Public Health, Environmental and Occupational Health

Citation

Macciotta, A, Sacerdote, C, Giachino, C, Di Girolamo, C, Franco, M, van der Schouw, Y T, Zamora-Ros, R, Weiderpass, E, Domenighetti, C, Elbaz, A, Truong, T, Agnoli, C, Bendinelli, B, Panico, S, Vineis, P, Christakoudi, S, Schulze, M B, Katzke, V, Bajracharya, R, Dahm, C C, Dalton, S O, Colorado-Yohar, S M, Moreno-Iribas, C, Etxezarreta, P A, Sanchez, M J, Forouhi, N G, Wareham, N & Ricceri, F 2025, 'Examining causal relationships between educational attainment and type 2 diabetes using genetic analysis : findings from the EPIC-InterAct study through Mendelian randomisation', Journal of Epidemiology and Community Health, vol. 79, no. 5, 79, pp. 373-379. https://doi.org/10.1136/jech-2024-222734