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

被引:0
|
作者
Macciotta, Alessandra [1 ,2 ]
Sacerdote, Carlotta [3 ]
Giachino, Claudia [1 ]
Di Girolamo, Chiara [1 ]
Franco, Matteo [1 ]
van der Schouw, Yvonne T. [4 ]
Zamora-Ros, Raul [5 ]
Weiderpass, Elisabete [6 ]
Domenighetti, Cloe [7 ]
Elbaz, Alexis [7 ]
Truong, Therese [7 ]
Agnoli, Claudia [8 ]
Bendinelli, Benedetta [9 ]
Panico, Salvatore [10 ]
Vineis, Paolo [11 ]
Christakoudi, Sofia [11 ,12 ]
Schulze, Matthias B. [13 ,14 ,15 ]
Katzke, Verena [16 ]
Bajracharya, Rashmita [16 ]
Dahm, Christina C. [17 ]
Dalton, Susanne Oksbjerg [18 ,19 ]
Colorado-Yohar, Sandra M. [20 ,21 ,22 ]
Moreno-Iribas, Conchi [23 ]
Etxezarreta, Pilar Amiano [21 ,24 ,25 ]
Sanchez, Maria Jose [21 ,26 ,27 ]
Forouhi, Nita G. [28 ]
Wareham, Nicholas [28 ]
Ricceri, Fulvio [1 ]
机构
[1] Univ Turin, Dept Clin & Biol Sci, Orbassano, Italy
[2] Univ Piemonte Orientale, Dept Translat Med, Novara, Italy
[3] Univ Piemonte Orientale, Dept Hlth Sci, Novara, Italy
[4] Univ Med Ctr, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
[5] Bellvitge Biomed Res Inst, Catalan Inst Oncol, Canc Epidemiol Res Program, Unit Nutr & Canc, Barcelona, Spain
[6] Int Agcy Res Canc, Lyon, France
[7] Univ Paris Saclay, Gustave Roussy, INSERM, UVSQ,CESP, F-94805 Villejuif, France
[8] Fdn IRCCS Ist Nazl Tumori, Epidemiol & Prevent Unit, Milan, Italy
[9] Inst Canc Res Prevent & Clin Network ISPRO, Clin Epidemiol Unit, Florence, Italy
[10] Univ Naples Federico II, Dept Translat Med, Naples, Italy
[11] Imperial Coll London, Dept Epidemiol & Biostat, London, England
[12] Kings Coll London, Dept Inflammat Biol, London, England
[13] German Inst Human Nutr Potsdam Rehbrucke, Nuthetal, Germany
[14] German Ctr Diabet Res, Neuherberg, Germany
[15] Univ Potsdam, Inst Nutr Sci, Nuthetal, Germany
[16] German Canc Res Ctr, Heidelberg, Germany
[17] Aarhus Univ, Dept Publ Hlth, Aarhus C, Denmark
[18] Danish Canc Soc, Danish Canc Inst, Copenhagen, Denmark
[19] Zealand Univ Hosp, Dept Clin Oncol & Palliat Care, Naestved, Denmark
[20] Murcia Reg Hlth Council, Dept Epidemiol, Murcia, Spain
[21] CIBERESP, Madrid, Spain
[22] Univ Antioquia, Natl Fac Publ Hlth, Res Grp Demog & Hlth, Medellin, Colombia
[23] Publ Hlth Inst Navarra, Pamplona, Spain
[24] Minist Hlth Basque Govt, San Sebastian, Spain
[25] Biogipuzkoa Hlth Res Inst, San Sebastian, Spain
[26] Andalusian Sch Publ Hlth, Granada, Spain
[27] Inst Invest Biosanitaria Ibs GRANADA, Granada, Spain
[28] Univ Cambridge, MRC Epidemiol Unit, Cambridge, England
基金
英国医学研究理事会; 瑞典研究理事会;
关键词
MENDELIAN RANDOMIZATION ANALYSIS; DIABETES MELLITUS; EDUCATION; SOCIOECONOMIC POSITION; HEALTH;
D O I
10.1136/jech-2024-222734
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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.
引用
收藏
页数:7
相关论文
共 49 条
  • [1] Dairy Product Intake and Risk of Type 2 Diabetes in EPIC-InterAct: A Mendelian Randomization Study
    Vissers, Linda E. T.
    Sluijs, Ivonne
    van der Schouw, Yvonne T.
    Forouhi, Nita G.
    Imamura, Fumiaki
    Burgess, Stephen
    Barricarte, Aurelio
    Boeing, Heiner
    Bonet, Catalina
    Chirlaque, Maria-Dolores
    Fagherazzi, Guy
    Franks, Paul W.
    Freisling, Heinz
    Gunter, Marc J.
    Ramon Quiros, J.
    Ibsen, Daniel B.
    Kaaks, Rudolf
    Key, Timothy
    Khaw, Kay T.
    Kuehn, Tilman
    Mokoroa, Olatz
    Nilsson, Peter M.
    Overvad, Kim
    Pala, Valeria
    Palli, Domenico
    Panico, Salvatore
    Sacerdote, Carlotta
    Spijkerman, Annemieke M. W.
    Tjonneland, Anne
    Tumino, Rosario
    Rodriguez-Barranco, Miguel
    Rolandsson, Olov
    Riboli, Elio
    Sharp, Stephen J.
    Langenberg, Claudia
    Wareham, Nicholas J.
    DIABETES CARE, 2019, 42 (04) : 568 - 575
  • [2] INVESTIGATING CAUSAL RELATIONSHIPS OF BLOOD PRESSURE ON TYPE 2 DIABETES USING MENDELIAN RANDOMISATION
    Llano, Andrea
    Tan, Li En
    Warren, Helen
    McCallum, Linsay
    Dominiczak, Anna F.
    Padmanabhan, Sandosh
    JOURNAL OF HYPERTENSION, 2018, 36 : E258 - E258
  • [3] Genome-wide association analysis of type 2 diabetes in the EPIC-InterAct study
    Cai, Lina
    Wheeler, Eleanor
    Kerrison, Nicola D.
    Luan, Jian'an
    Deloukas, Panos
    Franks, Paul W.
    Amiano, Pilar
    Ardanaz, Eva
    Bonet, Catalina
    Fagherazzi, Guy
    Groop, Leif C.
    Kaaks, Rudolf
    Huerta, Jose Maria
    Masala, Giovanna
    Nilsson, Peter M.
    Overvad, Kim
    Pala, Valeria
    Panico, Salvatore
    Rodriguez-Barranco, Miguel
    Rolandsson, Olov
    Sacerdote, Carlotta
    Schulze, Matthias B.
    Spijkerman, Annemieke M. W.
    Tjonneland, Anne
    Tumino, Rosario
    van der Schouw, Yvonne T.
    Sharp, Stephen J.
    Forouhi, Nita G.
    Riboli, Elio
    McCarthy, Mark I.
    Barroso, Ines
    Langenberg, Claudia
    Wareham, Nicholas J.
    SCIENTIFIC DATA, 2020, 7 (01)
  • [4] Genome-wide association analysis of type 2 diabetes in the EPIC-InterAct study
    Lina Cai
    Eleanor Wheeler
    Nicola D. Kerrison
    Jian’an Luan
    Panos Deloukas
    Paul W. Franks
    Pilar Amiano
    Eva Ardanaz
    Catalina Bonet
    Guy Fagherazzi
    Leif C. Groop
    Rudolf Kaaks
    José María Huerta
    Giovanna Masala
    Peter M. Nilsson
    Kim Overvad
    Valeria Pala
    Salvatore Panico
    Miguel Rodriguez-Barranco
    Olov Rolandsson
    Carlotta Sacerdote
    Matthias B. Schulze
    Annemieke M. W. Spijkerman
    Anne Tjonneland
    Rosario Tumino
    Yvonne T. van der Schouw
    Stephen J. Sharp
    Nita G. Forouhi
    Elio Riboli
    Mark I. McCarthy
    Inês Barroso
    Claudia Langenberg
    Nicholas J. Wareham
    Scientific Data, 7
  • [5] An exploration into the causal relationships between educational attainment, intelligence, and wellbeing: an observational and two-sample Mendelian randomisation study
    J. M. Armitage
    R. E. Wootton
    O. S. P. Davis
    C. M. A. Haworth
    npj Mental Health Research, 3 (1):
  • [6] Lower educational level is a predictor of incident type 2 diabetes in European countries: The EPIC-InterAct study
    Sacerdote, Carlotta
    Ricceri, Fulvio
    Rolandsson, Olov
    Baldi, Ileana
    Chirlaque, Maria-Dolores
    Feskens, Edith
    Bendinelli, Benedetta
    Ardanaz, Eva
    Arriola, Larraitz
    Balkau, Beverley
    Bergmann, Manuela
    Beulens, Joline W. J.
    Boeing, Heiner
    Clavel-Chapelon, Francoise
    Crowe, Francesca
    de Lauzon-Guillain, Blandine
    Forouhi, Nita
    Franks, Paul W.
    Gallo, Valentina
    Gonzalez, Carlos
    Halkjaer, Jytte
    Illner, Anne-Kathrin
    Kaaks, Rudolf
    Key, Timothy
    Khaw, Kay-Tee
    Navarro, Carmen
    Nilsson, Peter M.
    Dalton, Susanne Oksbjerg
    Overvad, Kim
    Pala, Valeria
    Palli, Domenico
    Panico, Salvatore
    Polidoro, Silvia
    Ramon Quiros, J.
    Romieu, Isabelle
    Sanchez, Maria-Jose
    Slimani, Nadia
    Sluijs, Ivonne
    Spijkerman, Annemieke
    Teucher, Birgit
    Tjonneland, Anne
    Tumino, Rosario
    van der A, Daphne
    Vergnaud, Anne-Claire
    Wennberg, Patrik
    Sharp, Stephen
    Langenberg, Claudia
    Riboli, Elio
    Vineis, Paolo
    Wareham, Nicholas
    INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2012, 41 (04) : 1162 - 1173
  • [7] Association between dietary meat consumption and incident type 2 diabetes: the EPIC-InterAct study
    Palli, D.
    DIABETOLOGIA, 2013, 56 (01) : 47 - 59
  • [8] The EPIC-InterAct Study: A Study of the Interplay between Genetic and Lifestyle Behavioral Factors on the Risk of Type 2 Diabetes in European Populations
    Forouhi N.G.
    Wareham N.J.
    Current Nutrition Reports, 2014, 3 (4) : 355 - 363
  • [10] The Association between Dietary Energy Density and Type 2 Diabetes in Europe: Results from the EPIC-InterAct Study
    van den Berg, Saskia W.
    van der A, Daphne L.
    Spijkerman, Annemieke M. W.
    van Woudenbergh, Geertruida J.
    Tijhuis, Mariken J.
    Amiano, Pilar
    Ardanaz, Eva
    Beulens, Joline W. J.
    Boeing, Heiner
    Clavel-Chapelon, Francoise
    Crowe, Francesca L.
    de Lauzon-Guillain, Blandine
    Fagherazzi, Guy
    Franks, Paul W.
    Freisling, Heinz
    Gonzalez, Carlos
    Grioni, Sara
    Halkjaer, Jytte
    Maria Huerta, Jose
    Huybrechts, Inge
    Kaaks, Rudolf
    Khaw, Kay Tee
    Masala, Giovanna
    Nilsson, Peter M.
    Overvad, Kim
    Panico, Salvatore
    Ramon Quiros, J.
    Rolandsson, Olov
    Sacerdote, Carlotta
    Sanchez, Maria-Jose
    Schulze, Matthias B.
    Slimani, Nadia
    Struijk, Ellen A.
    Tjonneland, Anne
    Tumino, Rosario
    Sharp, Stephen J.
    Langenberg, Claudia
    Forouhi, Nita G.
    Feskens, Edith J. M.
    Riboli, Elio
    Wareham, Nicholas J.
    PLOS ONE, 2013, 8 (05):