TY - JOUR
T1 - Examining causal relationships between educational attainment and type 2 diabetes using genetic analysis
T2 - Findings from the EPIC-InterAct study through Mendelian randomisation
AU - Macciotta, Alessandra
AU - Sacerdote, Carlotta
AU - Giachino, Claudia
AU - Di Girolamo, Chiara
AU - Franco, Matteo
AU - Van Der Schouw, Yvonne T.
AU - Zamora-Ros, Raul
AU - Weiderpass, Elisabete
AU - Domenighetti, Cloé
AU - Elbaz, Alexis
AU - Truong, Thérèse
AU - Agnoli, Claudia
AU - Bendinelli, Benedetta
AU - Panico, Salvatore
AU - Vineis, Paolo
AU - Christakoudi, Sofia
AU - Schulze, Matthias B.
AU - Katzke, Verena
AU - Bajracharya, Rashmita
AU - Dahm, Christina C.
AU - Dalton, Susanne Oksbjerg
AU - Colorado-Yohar, Sandra M.
AU - Moreno-Iribas, Conchi
AU - Etxezarreta, Pilar Amiano
AU - Sanchez, María José
AU - Forouhi, Nita G.
AU - Wareham, Nicholas
AU - Ricceri, Fulvio
N1 - Publisher Copyright:
© Author(s) (or their employer(s)) 2025.
PY - 2025/5/1
Y1 - 2025/5/1
N2 - 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.
AB - 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.
KW - DIABETES MELLITUS
KW - EDUCATION
KW - MENDELIAN RANDOMIZATION ANALYSIS
UR - http://www.scopus.com/inward/record.url?scp=85214570372&partnerID=8YFLogxK
U2 - 10.1136/jech-2024-222734
DO - 10.1136/jech-2024-222734
M3 - Article
SN - 0143-005X
VL - 79
SP - 373
EP - 379
JO - Journal of Epidemiology and Community Health
JF - Journal of Epidemiology and Community Health
IS - 5
ER -