Publication:
Effects of diabetes definition on global surveillance of diabetes prevalence and diagnosis: A pooled analysis of 96 population-based studies with 331 288 participants

dc.contributor.authorGoodarz Danaeien_US
dc.contributor.authorSaman Fahimien_US
dc.contributor.authorYuan Luen_US
dc.contributor.authorBin Zhouen_US
dc.contributor.authorKaveh Hajifathalianen_US
dc.contributor.authorMariachiara Di Cesareen_US
dc.contributor.authorWei Cheng Loen_US
dc.contributor.authorBarbara Reis-Santosen_US
dc.contributor.authorMelanie J. Cowanen_US
dc.contributor.authorJonathan E. Shawen_US
dc.contributor.authorJames Benthamen_US
dc.contributor.authorJohn K. Linen_US
dc.contributor.authorHonor Bixbyen_US
dc.contributor.authorDianna Maglianoen_US
dc.contributor.authorPascal Boveten_US
dc.contributor.authorJ. Jaime Mirandaen_US
dc.contributor.authorYoung Ho Khangen_US
dc.contributor.authorGretchen A. Stevensen_US
dc.contributor.authorLeanne M. Rileyen_US
dc.contributor.authorMohammed K. Alien_US
dc.contributor.authorMajid Ezzatien_US
dc.contributor.authorKhalid Abdul Kadiren_US
dc.contributor.authorNiveen M. Abu-Rmeilehen_US
dc.contributor.authorBenjamin Acosta-Cazaresen_US
dc.contributor.authorWichai Aekplakornen_US
dc.contributor.authorCarlos A. Aguilar-Salinasen_US
dc.contributor.authorAlireza Ahmadvanden_US
dc.contributor.authorMohannad Al Nsouren_US
dc.contributor.authorAla'a Alkerwien_US
dc.contributor.authorPhilippe Amouyelen_US
dc.contributor.authorLars Bo Andersenen_US
dc.contributor.authorSigmund A. Anderssenen_US
dc.contributor.authorDolores S. Andradeen_US
dc.contributor.authorRanjit Mohan Anjanaen_US
dc.contributor.authorHajer Aounallah-Skhirien_US
dc.contributor.authorTahir Arisen_US
dc.contributor.authorNimmathota Arlappaen_US
dc.contributor.authorDominique Arveileren_US
dc.contributor.authorFelix K. Assahen_US
dc.contributor.authorMária Avdicováen_US
dc.contributor.authorNagalla Balakrishnaen_US
dc.contributor.authorPiotr Bandoszen_US
dc.contributor.authorCarlo M. Barbagalloen_US
dc.contributor.authorAlberto Barcelóen_US
dc.contributor.authorAnwar M. Batiehaen_US
dc.contributor.authorLouise A. Bauren_US
dc.contributor.authorHabiba Ben Romdhaneen_US
dc.contributor.authorAntonio Bernabe-Ortizen_US
dc.contributor.authorSantosh K. Bhargavaen_US
dc.contributor.authorYufang Bien_US
dc.contributor.authorPeter Bjerregaarden_US
dc.contributor.authorCecilia Björkelunden_US
dc.contributor.authorMargaret Blakeen_US
dc.contributor.authorAnneke Blokstraen_US
dc.contributor.authorSimona Boen_US
dc.contributor.authorBernhard O. Boehmen_US
dc.contributor.authorCarlos P. Boissonneten_US
dc.contributor.authorImperia Brajkovichen_US
dc.contributor.authorJuergen Breckenkampen_US
dc.contributor.authorLizzy M. Brewsteren_US
dc.contributor.authorGarry R. Brianen_US
dc.contributor.authorGraziella Brunoen_US
dc.contributor.authorAnna Buggeen_US
dc.contributor.authorAntonio Cabrera de Leónen_US
dc.contributor.authorGunay Canen_US
dc.contributor.authorAna Paula C. Cândidoen_US
dc.contributor.authorVincenzo Capuanoen_US
dc.contributor.authorMaria J. Carvalhoen_US
dc.contributor.authorFelipe F. Casanuevaen_US
dc.contributor.authorCarmelo A. Casertaen_US
dc.contributor.authorKatia Castetbonen_US
dc.contributor.authorSnehalatha Chamukuttanen_US
dc.contributor.authorNishi Chaturvedien_US
dc.contributor.authorChien Jen Chenen_US
dc.contributor.authorFangfang Chenen_US
dc.contributor.authorShuohua Chenen_US
dc.contributor.authorChing Yu Chengen_US
dc.contributor.authorAngela Chetriten_US
dc.contributor.authorShu Ti Chiouen_US
dc.contributor.authorYumi Choen_US
dc.contributor.authorJerzy Chudeken_US
dc.contributor.authorRenata Cifkovaen_US
dc.contributor.authorFrank Claessensen_US
dc.contributor.authorHans Concinen_US
dc.contributor.authorCyrus Cooperen_US
dc.contributor.authorRachel Cooperen_US
dc.contributor.authorSimona Costanzoen_US
dc.contributor.authorDominique Cottelen_US
dc.contributor.authorChris Cowellen_US
dc.contributor.authorAna B. Crujeirasen_US
dc.contributor.authorGraziella D'Arrigoen_US
dc.contributor.authorJean Dallongevilleen_US
dc.contributor.authorRachel Dankneren_US
dc.contributor.authorLuc Daucheten_US
dc.contributor.authorGiovanni de Gaetanoen_US
dc.contributor.authorStefaan de Henauwen_US
dc.contributor.authorMohan Deepaen_US
dc.contributor.authorAbbas Dehghanen_US
dc.contributor.otherHarvard School of Public Healthen_US
dc.contributor.otherImperial College Londonen_US
dc.contributor.otherNational Taiwan Universityen_US
dc.contributor.otherUniversidade Federal de Pelotasen_US
dc.contributor.otherOrganisation Mondiale de la Santeen_US
dc.contributor.otherBaker Heart and Diabetes Instituteen_US
dc.contributor.otherUniversity of California, San Franciscoen_US
dc.contributor.otherUniversitat Lausanne Schweizen_US
dc.contributor.otherUniversidad Peruana Cayetano Herediaen_US
dc.contributor.otherSeoul National Universityen_US
dc.contributor.otherEmory Universityen_US
dc.contributor.otherMonash University Malaysiaen_US
dc.contributor.otherBirzeit Universityen_US
dc.contributor.otherInstituto Mexicano del Seguro Socialen_US
dc.contributor.otherMahidol Universityen_US
dc.contributor.otherInstituto Nacional de la Nutricion Salvador Zubiranen_US
dc.contributor.otherTehran University of Medical Sciencesen_US
dc.contributor.otherEastern Mediterranean Public Health Networken_US
dc.contributor.otherLuxembourg Institute of Healthen_US
dc.contributor.otherUniversity of Lilleen_US
dc.contributor.otherSyddansk Universiteten_US
dc.contributor.otherNorges idrettshogskoleen_US
dc.contributor.otherUniversity of Cuencaen_US
dc.contributor.otherMadras Diabetes Research Foundationen_US
dc.contributor.otherNational Institute of Public Healthen_US
dc.contributor.otherKementerian Kesihatan Malaysiaen_US
dc.contributor.otherIndian Council of Medical Researchen_US
dc.contributor.otherStrasbourg University and Hospitalen_US
dc.contributor.otherHealth of Population in Transition Research Group (HoPiT)en_US
dc.contributor.otherRegional Authority of Public Healthen_US
dc.contributor.otherGdanski Uniwersytet Medycznyen_US
dc.contributor.otherUniversita degli Studi di Palermoen_US
dc.contributor.otherPan American Health Organizationen_US
dc.contributor.otherJordan University of Science and Technologyen_US
dc.contributor.otherThe University of Sydneyen_US
dc.contributor.otherUniversity of Tunis El Manaren_US
dc.contributor.otherSunder Lal Jain Hospitalen_US
dc.contributor.otherShanghai Jiao Tong University School of Medicineen_US
dc.contributor.otherGoteborgs Universiteten_US
dc.contributor.otherNatCen Social Researchen_US
dc.contributor.otherNational Institute of Public Health and the Environmenten_US
dc.contributor.otherUniversita degli Studi di Torinoen_US
dc.contributor.otherNanyang Technological Universityen_US
dc.contributor.otherCentro de Educación Médica e Investigaciones Clínicasen_US
dc.contributor.otherUniversidad Central de Venezuelaen_US
dc.contributor.otherUniversitat Bielefelden_US
dc.contributor.otherUniversity of Amsterdamen_US
dc.contributor.otherFred Hollows Foundation, New Zealanden_US
dc.contributor.otherCanarian Health Serviceen_US
dc.contributor.otherIstanbul Universitesien_US
dc.contributor.otherReparto di Cardiologia ed UTIC di Mercato S.en_US
dc.contributor.otherUniversidade do Portoen_US
dc.contributor.otherUniversidad de Santiago de Compostelaen_US
dc.contributor.otherAssociazione Calabrese di Epatologiaen_US
dc.contributor.otherFrench Institute for Health Surveillanceen_US
dc.contributor.otherIndia Diabetes Research Foundationen_US
dc.contributor.otherUCLen_US
dc.contributor.otherAcademia Sinica Taiwanen_US
dc.contributor.otherCapital Institute of Pediatricsen_US
dc.contributor.otherKailuan General Hospitalen_US
dc.contributor.otherDuke-NUS Medical School Singaporeen_US
dc.contributor.otherThe Gertner Instituteen_US
dc.contributor.otherMinistry of Health and Welfareen_US
dc.contributor.otherKorea Centers for Disease Control & Preventionen_US
dc.contributor.otherSlaski Uniwersytet Medyczny w Katowicachen_US
dc.contributor.otherCharles Universityen_US
dc.contributor.otherKU Leuvenen_US
dc.contributor.otherAgency for Preventiveen_US
dc.contributor.otherUniversity of Southamptonen_US
dc.contributor.otherIRCCS Istituto Neurologico Mediterraneo Neuromeden_US
dc.contributor.otherInstitut Pasteur Lilleen_US
dc.contributor.otherCIBERobnen_US
dc.contributor.otherConsiglio Nazionale delle Ricercheen_US
dc.contributor.otherCentre Hospitalier Regional Universitaire de Lilleen_US
dc.contributor.otherUniversiteit Genten_US
dc.contributor.otherErasmus University Medical Centeren_US
dc.contributor.otherMinistry of Health Seychellesen_US
dc.contributor.otherUniversity of Greenlanden_US
dc.date.accessioned2018-11-23T09:40:28Z
dc.date.available2018-11-23T09:40:28Z
dc.date.issued2015-08-01en_US
dc.description.abstract© 2015 NCD Risk Factor Collaboration. Background: Diabetes has been defined on the basis of different biomarkers, including fasting plasma glucose (FPG), 2-h plasma glucose in an oral glucose tolerance test (2hOGTT), and HbA1c. We assessed the effect of different diagnostic definitions on both the population prevalence of diabetes and the classification of previously undiagnosed individuals as having diabetes versus not having diabetes in a pooled analysis of data from population-based health examination surveys in different regions. Methods: We used data from 96 population-based health examination surveys that had measured at least two of the biomarkers used for defining diabetes. Diabetes was defined using HbA1c (HbA1c ≥6·5% or history of diabetes diagnosis or using insulin or oral hypoglycaemic drugs) compared with either FPG only or FPG-or-2hOGTT definitions (FPG ≥7·0 mmol/L or 2hOGTT ≥11·1 mmol/L or history of diabetes or using insulin or oral hypoglycaemic drugs). We calculated diabetes prevalence, taking into account complex survey design and survey sample weights. We compared the prevalences of diabetes using different definitions graphically and by regression analyses. We calculated sensitivity and specificity of diabetes diagnosis based on HbA1c compared with diagnosis based on glucose among previously undiagnosed individuals (ie, excluding those with history of diabetes or using insulin or oral hypoglycaemic drugs). We calculated sensitivity and specificity in each survey, and then pooled results using a random-effects model. We assessed the sources of heterogeneity of sensitivity by meta-regressions for study characteristics selected a priori. Findings: Population prevalence of diabetes based on FPG-or-2hOGTT was correlated with prevalence based on FPG alone (r=0·98), but was higher by 2-6 percentage points at different prevalence levels. Prevalence based on HbA1c was lower than prevalence based on FPG in 42·8% of age-sex-survey groups and higher in another 41·6%; in the other 15·6%, the two definitions provided similar prevalence estimates. The variation across studies in the relation between glucose-based and HbA1c-based prevalences was partly related to participants' age, followed by natural logarithm of per person gross domestic product, the year of survey, mean BMI, and whether the survey population was national, subnational, or from specific communities. Diabetes defined as HbA1c 6·5% or more had a pooled sensitivity of 52·8% (95% CI 51·3-54·3%) and a pooled specificity of 99·74% (99·71-99·78%) compared with FPG 7·0 mmol/L or more for diagnosing previously undiagnosed participants; sensitivity compared with diabetes defined based on FPG-or-2hOGTT was 30·5% (28·7-32·3%). None of the preselected study-level characteristics explained the heterogeneity in the sensitivity of HbA1c versus FPG. Interpretation: Different biomarkers and definitions for diabetes can provide different estimates of population prevalence of diabetes, and differentially identify people without previous diagnosis as having diabetes. Using an HbA1c-based definition alone in health surveys will not identify a substantial proportion of previously undiagnosed people who would be considered as having diabetes using a glucose-based test.en_US
dc.identifier.citationThe Lancet Diabetes and Endocrinology. Vol.3, No.8 (2015), 624-637en_US
dc.identifier.doi10.1016/S2213-8587(15)00129-1en_US
dc.identifier.issn22138595en_US
dc.identifier.issn22138587en_US
dc.identifier.other2-s2.0-84938199196en_US
dc.identifier.urihttps://repository.li.mahidol.ac.th/handle/20.500.14594/35418
dc.rightsMahidol Universityen_US
dc.rights.holderSCOPUSen_US
dc.source.urihttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84938199196&origin=inwarden_US
dc.subjectBiochemistry, Genetics and Molecular Biologyen_US
dc.subjectMedicineen_US
dc.titleEffects of diabetes definition on global surveillance of diabetes prevalence and diagnosis: A pooled analysis of 96 population-based studies with 331 288 participantsen_US
dc.typeArticleen_US
dspace.entity.typePublication
mu.datasource.scopushttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84938199196&origin=inwarden_US

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