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Global variation in diabetes diagnosis and prevalence based on fasting glucose and hemoglobin A1c

  • NCD Risk Factor Collaboration (NCD-RisC)
  • Imperial College London
  • Royal College of Surgeons in Ireland
  • Harvard T.H. Chan School of Public Health
  • Baker Heart and Diabetes Institute
  • Bill and Melinda Gates Foundation
  • Emory University
  • South African Medical Research Council
  • World Health Organization
  • University of California, Berkeley
  • University of Auckland
  • Yale University
  • Centers for Disease Control and Prevention
  • Instituto Nacional de Ciencias Médicas y Nutrición “Salvador Zubirán”
  • Ministry of Health
  • Madras Diabetes Research Foundation
  • Kazakh National Medical University
  • Tehran University of Medical Sciences
  • National Institute of Public Health
  • Seoul National University College of Medicine
  • Yonsei University College of Medicine
  • THL Finnish Institute for Health and Welfare
  • National Institute of Nutrition India
  • University of Yaoundé I
  • India Diabetes Research Foundation
  • University of the Witwatersrand, Johannesburg
  • Medical University of Gdańsk
  • Non-Communicable Diseases Research Center
  • Qatar University
  • Birzeit University
  • Al Farabi Kazakh National University
  • Flinders University
  • Mahidol University
  • Food and Nutrition Research Institute
  • Urmia University of Medical Sciences
  • University of Amsterdam
  • Modeling in Health Research Center
  • Shahid Sadoughi University of Medical Sciences
  • University of Oslo
  • Endocrinology and Genetics
  • Ministry of Health Oman
  • Kuwait Institute for Scientific Research
  • Communicable Disease Control
  • the Ministry of Health
  • Dasman Diabetes Institute
  • Aldara Hospital and Medical Center
  • King Abdullah International Medical Research Center
  • Tabriz University of Medical Sciences
  • Bombay Hospital and Medical Research Centre
  • Western Norway University of Applied Sciences
  • Norwegian School of Sport Sciences
  • University of Cuenca
  • Zahedan University of Medical Sciences
  • National Institute of Public Health
  • University of Bergen
  • Oulu University Hospital
  • University of Oulu
  • Regional Authority of Public Health
  • Diabetic Association of Bangladesh
  • Neyshabur University of Medical Sciences
  • Shahid Beheshti University of Medical Sciences, Research Institute for Endocrine Science
  • University of Athens
  • University of Science and Technology
  • Medical University of Lodz
  • Department of Physiology, Faculty of Medicine, Universidad Autónoma de Madrid
  • University of Palermo
  • University of Miami
  • University Hospital Centre Zagreb
  • Universidad Del Valle
  • Baqai Institute of Diabetology and Endocrinology
  • Jordan University of Science and Technology
  • Federal University of Ouro Preto
  • University of Sydney
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  • University Tunis El Manar
  • Cafam University Foundation
  • Universidad Peruana Cayetano Heredia
  • Pontificia Universidad Católica de Chile
  • University of São Paulo
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  • Institute of Medical Research and Medicinal Plant Studies Yaounde
  • Ufa Eye Research Institute
  • Nepal Health Research Council
  • University of Southern Denmark
  • University of Gothenburg
  • Universidade Federal do Rio de Janeiro
  • Centre for Sustainability and Environmental Health
  • University of Torino
  • University College London
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  • Caja Costarricense de Seguro Social
  • Katholieke Universiteit Leuven
  • Ministry of Health Seychelles
  • Unisanté
  • Universidad Central de Venezuela
  • German Cancer Research Center
  • The Fred Hollows Foundation New Zealand
  • University of the Andes
  • Instituto Politécnico de Lisboa
  • University College Copenhagen
  • University Institute of Tropical Diseases
  • Pan American Health Organization
  • Istanbul University-Cerrahpasa
  • Federal University of Juiz de Fora
  • National Institute of Public Health Prague
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  • Karolinska Institutet
  • Universidad de Santiago de Compostela
  • Council for Agricultural Research and Economics
  • Sanpasitthiprasong Regional Hospital
  • Federation University Australia
  • Xiangtan University
  • Ahvaz Jundishapur University of Medical Sciences
  • Centro de Investigación Biomédica en Red de Epidemiología y Salud Publica
  • Medical University of Silesia
  • Charles University
  • Thomayer University Hospital
  • University of Salerno
  • UMR CNRS-MNHN 7206
  • Agency for Preventive and Social Medicine
  • University of Southampton
  • CIBERobn
  • Federal University of Rio Grande do Norte
  • University of Malta
  • National Research Council
  • Federal University of Santa Catarina
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  • Tabriz University of Medical Sciences
  • Ghent University
  • Innovating Health International
  • Sciensano
  • Santé Publique France
  • University of Zagreb
  • Ministry of Health and Medical Education
  • Italian National Institute of Health
  • Sun Yat Sen University
  • Carol Davila University of Medicine and Pharmacy
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  • University Hospital Düsseldorf
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  • Robert Koch Institute
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  • Sant'Anna School of Advanced Studies
  • Ministry of Health and Medical Services
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  • University of Benin
  • National Institute of Nutrition and Food Technology
  • University of the West Indies
  • Institut Hospital del Mar d’Investigacions Mediques
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  • University of Calabar
  • Stellenbosch University
  • University of Duisburg-Essen
  • Karadeniz Technical University
  • Dokuz Eylul University
  • University of Helsinki
  • Rafsanjan University of Medical Sciences
  • Monash University
  • Fasa University of Medical Sciences
  • Shiraz University of Medical Sciences
  • Centro de Salud Villanueva Norte
  • Hospital Don Benito-Villanueva
  • Federal University of Alagoas
  • Wageningen University & Research
  • Wuqu' Kawoq
  • Umeå University
  • Hospital Universitario Son Espases
  • Kyoto University
  • Medical University of Warsaw
  • Federal University of Minas Gerais
  • Utrecht University
  • Kurdistan University of Medical Sciences
  • B.P. Koirala Institute of Health Sciences
  • Insubria University
  • Mediterranea Cardiocentro
  • University of Adelaide
  • Lund University
  • McGill University
  • PASs Hirszfeld Institute of Immunology and Experimental Therapy
  • Federal University of Pelotas
  • University Agostinho Neto
  • Universidad Politécnica de Madrid
  • International Clinical Research Center
  • Centro de Estudios en Diabetes A.C.
  • Universidad Autónoma de Santo Domingo
  • Lille University and Hospital
  • Institute for Clinical and Experimental Medicine Prague
  • Jagiellonian University Medical College
  • Universidad Icesi
  • Eternal Heart Care Centre and Research Institute
  • Institute for Clinical Effectiveness and Health Policy
  • National University of Singapore
  • The University of the West Indies, Cave Hill Campus
  • Kermanshah University of Medical Sciences
  • Africa Health Research Institute
  • University of Eastern Finland
  • Capital Medical University
  • Yasuj University of Medical Sciences
  • Kyushu University
  • Federal University of Pernambuco
  • Chronic Diseases Research Center
  • University of Hong Kong
  • French National Research Institute for Sustainable Development
  • Shahid Beheshti University of Medical Sciences
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  • Universidad Autonoma de Bucaramanga
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  • Independent Public Health Specialist
  • Ministry of Health
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  • International Agency for Research on Cancer
  • University of Nigeria
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  • Hokkaido University
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  • Gambia National Nutrition Agency
  • University of Melbourne
  • Heart Foundation
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  • University of Crete
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  • Aarhus University
  • University of Toronto
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  • Research Institute of Child Nutrition
  • Shahrekord University of Medical Sciences
  • Mazandaran University of Medical Sciences
  • Hypertension Research Center, Isfahan UMS
  • Medical University Innsbruck
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  • Newcastle University
  • University College South Denmark
  • Masaryk University
  • University of Vienna
  • Tartu University Clinics
  • Ministry of Health and Wellness
  • University of Zurich
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  • Institute of Cardiology Poland
  • African Population Health Research Centre
  • Hanoi School of Public Health
  • University of Limpopo
  • Stellennbosch University
  • Ministry of Health
  • Ministry of Health
  • Oulu Deaconess Institute
  • University of Gothenburg
  • Endocrinology and Metabolism Research Center
  • University of Public Health
  • Centro Studi Epidemiologici di Gubbio
  • Tampere University Hospital
  • University of Tampere
  • University of Douala
  • Oswaldo Cruz Foundation
  • National Taiwan University
  • Uppsala University
  • Zhengzhou University
  • San Martin de Porres University
  • Consejería de Sanidad Junta de Castilla y León
  • Lithuanian University of Health Sciences
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  • University of Coimbra
  • Coimbra University Hospital Center
  • University of Texas Rio Grande Valley
  • Agricultural University of Athens
  • Academia VBHC
  • Institute of Internal and Preventive Medicine
  • Harokopio University of Athens
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  • University of Padova
  • Secretaria de Estado da Saúde de Santa Catarina
  • Universidade Estadual do Centro-Oeste
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  • Eastern Mediterranean Public Health Network
  • University of Manchester
  • University of Abuja
  • Korea Centers for Disease Control and Prevention
  • Japan Wildlife Research Center
  • Istanbul University
  • Ministry of Health Brunei
  • University of Madeira
  • Osteoporosis Research Center
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  • IRCCS Ente Ospedaliero Specializzato in Gastroenterologia S. de Bellis
  • Jivandeep Hospital
  • Centro de Investigação em Saúde de Angola (CISA)
  • Vietnam National Heart Institute
  • National Hospital of Endocrinology
  • Clínica de Medicina Avanzada Dr. Abel González
  • University of Sarajevo
  • Ministry of Health and Medical Services
  • Agència de Salut Pública de Catalunya
  • Observatorio de Salud Pública de Santander
  • Ardabil University of Medical Sciences
  • Vaud University Hospital Center
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  • Ministry of Health Vitenam
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  • Institute of Nutrition of Central America and Panama (INCAP)
  • Institut Universitari d’Investigació en Atenció Primària Jordi Gol
  • Universiti Putra Malaysia
  • University of Malaya
  • University of Valencia
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  • Universidad Industrial de Santander
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  • Sahlgrenska University Hospital
  • Sitaram Bhartia Institute of Science and Research
  • Mental Honorio Delgado-Hideyo Noguchi
  • Wellbeing Services County of South Karelia
  • Universidade Federal do Rio Grande do Sul
  • Human Sciences Research Council of South Africa
  • Academy of Preventive Medicine
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  • Finnish Institute of Occupational Health
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  • St Vincent’s Hospital
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  • London School of Hygiene and Tropical Medicine
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  • National Institute of Public Health-National Institute of Hygiene
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  • Ubon Ratchathani University
  • National Statistical Office
  • Johns Hopkins Bloomberg School of Public Health
  • Ministry of Health, Jordan
  • Amrita Institute of Medical Sciences India
  • Aristotle University of Thessaloniki
  • Utrecht University
  • National Research and Innovation Agency Republic of Indonesia (BRIN)
  • Universidad Miguel Hernandez
  • LBJ Hospital
  • Universidad Centro-Occidental Lisandro Alvarado
  • Meharry Medical College
  • MONICA-FRIULI Study Group
  • Institute of Tropical Medicine
  • CIBERESP
  • Institute for Medical Research
  • Beijing Tongren Hospital, Capital Medical University
  • Xinjiang Medical University
  • Ministry of Health and Welfare
  • The Ministry of Health and Wellness
  • St George's University of London
  • Medical University of Vienna
  • University of Indonesia
  • Ministry of Agriculture and Rural Affairs
  • Beijing Institute of Ophthalmology
  • Children's Hospital of Fudan University
  • Niigata University
  • South China Institute Of Environmental Sciences
  • Iran University of Medical Sciences
  • Peking University
  • Duke University
  • West Kazakhstan Medical University
  • University of Ghana

Research output: Contribution to journalArticlepeer-review

87 Scopus citations

Abstract

Fasting plasma glucose (FPG) and hemoglobin A1c (HbA1c) are both used to diagnose diabetes, but these measurements can identify different people as having diabetes. We used data from 117 population-based studies and quantified, in different world regions, the prevalence of diagnosed diabetes, and whether those who were previously undiagnosed and detected as having diabetes in survey screening, had elevated FPG, HbA1c or both. We developed prediction equations for estimating the probability that a person without previously diagnosed diabetes, and at a specific level of FPG, had elevated HbA1c, and vice versa. The age-standardized proportion of diabetes that was previously undiagnosed and detected in survey screening ranged from 30% in the high-income western region to 66% in south Asia. Among those with screen-detected diabetes with either test, the age-standardized proportion who had elevated levels of both FPG and HbA1c was 29–39% across regions; the remainder had discordant elevation of FPG or HbA1c. In most low- and middle-income regions, isolated elevated HbA1c was more common than isolated elevated FPG. In these regions, the use of FPG alone may delay diabetes diagnosis and underestimate diabetes prevalence. Our prediction equations help allocate finite resources for measuring HbA1c to reduce the global shortfall in diabetes diagnosis and surveillance.

Original languageEnglish
Pages (from-to)2885-2901
Number of pages17
JournalNature Medicine
Volume29
Issue number11
DOIs
StatePublished - Nov 2023

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

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