Evidence map›Paper›PMID 42249949›Full record

ArticleEuropean journal of nutrition2026

Educational disparities in the association of protein diversity and type 2 diabetes: a multi-country population-based prospective case-cohort study.

Hadis Mozaffari, Fumiaki Imamura, Rachel A Murphy, Stephen J Sharp, Nita G Forouhi, Nicholas J Wareham, Mahsa Jessri, Daniel Borch Ibsen, Christina C Dahm, Leila Luján-Barroso and 11 more

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Article in European journal of nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

21 authors.

Hadis MozaffariFaculty of Land and Food Systems, University of British Columbia, Vancouver, Canada.
Fumiaki ImamuraIMS Epidemiology (formerly MRC Epidemiology Unit), University of Cambridge, Cambridge, UK.
Rachel A MurphySchool of Population and Public Health, University of British Columbia, Vancouver, BC, Canada.
Stephen J SharpIMS Epidemiology (formerly MRC Epidemiology Unit), University of Cambridge, Cambridge, UK.
Nita G ForouhiIMS Epidemiology (formerly MRC Epidemiology Unit), University of Cambridge, Cambridge, UK.
Nicholas J WarehamIMS Epidemiology (formerly MRC Epidemiology Unit), University of Cambridge, Cambridge, UK.
Mahsa JessriFaculty of Land and Food Systems, University of British Columbia, Vancouver, Canada.
Daniel Borch IbsenIMS Epidemiology (formerly MRC Epidemiology Unit), University of Cambridge, Cambridge, UK.
Christina C DahmDepartment of Public Health, Aarhus University, Aarhus, Denmark.
Leila Luján-BarrosoUnit of Nutrition and Cancer, Nutrition and Cancer Group, Catalan Institute of Oncology (ICO), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.
Maria-Jose SánchezEscuela Andaluza de Salud Pública (EASP), 18011, Granada, Spain.
Maria-Dolores ChirlaqueCentro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), 28029, Madrid, Spain.
Sandra M Colorado-YoharCentro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), 28029, Madrid, Spain.
Marcela GuevaraCentro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), 28029, Madrid, Spain.
Paula JakszynCatalan Institute of Oncology (ICO), Barcelona, Spain.
Salvatore PanicoDipartimento di Medicina Clinica e Chirurgia, Federico II University, Naples, Italy.
Fulvio RicceriDepartment of Clinical and Biological Sciences, University of Turin, Turin, Italy.
Olov RolandssonDepartment of Public Health and Clinical Medicine, Family Medicine, Umeå University, 90187, Umeå, Sweden.
Matthias B SchulzeDepartment of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany.
Anna WinkvistDepartment of Public Health and Clinical Medicine, Sustainable Health, Umeå University, Umeå, Sweden.
Annalijn I ConklinFaculty of Land and Food Systems, University of British Columbia, Vancouver, Canada. annalijn.conklin@ubc.ca.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo investigate socio-economic disparities in the association between dietary diversity and type 2 diabetes (T2D).

methodsProspective secondary analysis study of 10,363 incident cases of T2D over 12 years and a random sub-cohort of 13,937 individuals in the EPIC-InterAct case-cohort study. We used baseline self-reported diet data (1991-1998) to construct scores for diversity between food groups (range: 0-5) and diversity within subtypes of vegetables (0-4), and plant protein sources (0-5). Prentice-weighted Cox regressions estimated multivariable-adjusted hazard ratios (HR) and 95% confidence intervals of incident T2D for each diversity score stratified by education, employment, and marital status.

resultsOverall group differences were evident for education in the association between plant-protein diversity and incident T2D (p for group effect = 0.04). University-educated participants consuming three plant-protein subtypes had 35% lower T2D incidence (HR 0.65 [95% CI: 0.45, 0.95]). Greater vegetable diversity (3-4 subtypes vs 0-1) was associated with 61%, 22% and 18% lower T2D incidence for, respectively, those who were single, had primary education or were employed. Total diet diversity (5 food groups versus ≤ 3) was associated with 43%, 30%, 20% and 15% lower T2D incidence for, respectively, those who were single, employed, had primary education or were married.

conclusionEducation modified the association between plant-protein diversity and T2D onset in European adults, and certain socioeconomic groups specifically benefited from higher diversity reducing T2D risk. Promoting diet diversity overall may support T2D prevention across populations, while tailored messages of plant-protein diversity may improve relevance and equity in nutrition and diabetes.

Indexed as

Diabetes Mellitus, Type 2DietDietary ProteinsEducational StatusPlant ProteinsAdultAgedCohort StudiesFemaleHumansIncidenceMaleMiddle AgedPlant Proteins, DietaryProspective StudiesRisk FactorsDietary ProteinsPlant ProteinsPlant Proteins, DietaryEducational disparitiesProtein diversitySocioeconomic statusType 2 diabetes

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.