Alessandra Macciotta, Carlotta Sacerdote, Claudia Giachino, Chiara Di Girolamo, Matteo Franco, Yvonne T van der Schouw, Raul Zamora-Ros, Elisabete Weiderpass, Cloé Domenighetti, Alexis Elbaz, Thérèse Truong, Claudia Agnoli, Benedetta Bendinelli, Salvatore Panico, Paolo Vineis, Sofia Christakoudi, Matthias B Schulze, Verena Katzke, Rashmita Bajracharya, Christina C Dahm, Susanne Oksbjerg Dalton, Sandra M Colorado-Yohar, Conchi Moreno-Iribas, Pilar Amiano Etxezarreta, María José Sanchez, Nita G Forouhi, Nicholas Wareham, Fulvio Ricceri
{"title":"利用遗传分析检验受教育程度与2型糖尿病之间的因果关系:来自孟德尔随机化EPIC-InterAct研究的结果","authors":"Alessandra Macciotta, Carlotta Sacerdote, Claudia Giachino, Chiara Di Girolamo, Matteo Franco, Yvonne T van der Schouw, Raul Zamora-Ros, Elisabete Weiderpass, Cloé Domenighetti, Alexis Elbaz, Thérèse Truong, Claudia Agnoli, Benedetta Bendinelli, Salvatore Panico, Paolo Vineis, Sofia Christakoudi, Matthias B Schulze, Verena Katzke, Rashmita Bajracharya, Christina C Dahm, Susanne Oksbjerg Dalton, Sandra M Colorado-Yohar, Conchi Moreno-Iribas, Pilar Amiano Etxezarreta, María José Sanchez, Nita G Forouhi, Nicholas Wareham, Fulvio Ricceri","doi":"10.1136/jech-2024-222734","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":54839,"journal":{"name":"Journal of Epidemiology and Community Health","volume":" ","pages":""},"PeriodicalIF":4.9000,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Examining causal relationships between educational attainment and type 2 diabetes using genetic analysis: findings from the EPIC-InterAct study through Mendelian randomisation.\",\"authors\":\"Alessandra Macciotta, Carlotta Sacerdote, Claudia Giachino, Chiara Di Girolamo, Matteo Franco, Yvonne T van der Schouw, Raul Zamora-Ros, Elisabete Weiderpass, Cloé Domenighetti, Alexis Elbaz, Thérèse Truong, Claudia Agnoli, Benedetta Bendinelli, Salvatore Panico, Paolo Vineis, Sofia Christakoudi, Matthias B Schulze, Verena Katzke, Rashmita Bajracharya, Christina C Dahm, Susanne Oksbjerg Dalton, Sandra M Colorado-Yohar, Conchi Moreno-Iribas, Pilar Amiano Etxezarreta, María José Sanchez, Nita G Forouhi, Nicholas Wareham, Fulvio Ricceri\",\"doi\":\"10.1136/jech-2024-222734\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>Observational studies have shown that more educated people are at lower risk of developing type 2 diabetes (T2D). 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One-sample MR analyses investigated whether genetic predisposition towards longer education was associated with risk of T2D and investigated potential mediators of the association.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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. 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引用次数: 0
摘要
观察性研究表明,受教育程度越高的人患2型糖尿病(T2D)的风险越低。然而,需要可靠的研究设计来调查这种关系是因果关系的可能性。本研究采用孟德尔随机化(MR)方法,使用教育的遗传工具来估计教育对T2D的影响。方法:欧洲癌症与营养前瞻性调查(EPIC)-InterAct研究(超过2万人)进行了分析,这是一项在EPIC队列中嵌套的T2D病例队列研究。教育以受教育年数和相对不平等指数来衡量。采用prentice加权Cox模型来估计教育与T2D之间的关系。单样本磁共振分析调查了受教育时间较长的遗传倾向是否与T2D风险相关,并调查了这种关联的潜在中介。结果:MR估计表明,每接受一年较长的教育,患T2D的风险降低约15%,证实了观察模型估计的保护作用(HR 0.96, 95% CI 0.95至0.96)。核磁共振分析显示,教育对体重指数、饮酒、坚持地中海饮食和吸烟习惯有重要影响。结论:本研究结果支持高等教育是T2D发生风险的保护因素的假设。基于其在因果链中的位置,教育可能先于其他已知的T2D风险因素,包括不健康行为。这些发现加强了通过观察性研究设计获得的证据,并弥合了相关性和因果关系之间的差距。
Examining causal relationships between educational attainment and type 2 diabetes using genetic analysis: findings from the EPIC-InterAct study through Mendelian randomisation.
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.
期刊介绍:
The Journal of Epidemiology and Community Health is a leading international journal devoted to publication of original research and reviews covering applied, methodological and theoretical issues with emphasis on studies using multidisciplinary or integrative approaches. The journal aims to improve epidemiological knowledge and ultimately health worldwide.