Universidad Peruana Cayetano Heredia

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

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dc.contributor.author Zhou, B.
dc.contributor.author Sheffer, K.E.
dc.contributor.author Bennett, J.E.
dc.contributor.author Gregg, E.W.
dc.contributor.author Danaei, G.
dc.contributor.author Singleton, R.K.
dc.contributor.author Shaw, J.E.
dc.contributor.author Mishra, A.
dc.contributor.author Lhoste, V.P.F.
dc.contributor.author Carrillo-Larco, R.M.
dc.contributor.author Kengne, A.P.
dc.contributor.author Phelps, N.H.
dc.contributor.author Heap, R.A.
dc.contributor.author Rayner, A.W.
dc.contributor.author Stevens, G.A.
dc.contributor.author Paciorek, C.J.
dc.contributor.author Riley, L.M.
dc.contributor.author Cowan, M.J.
dc.contributor.author Savin, S.
dc.contributor.author Vander Hoorn, S.
dc.contributor.author Lu, Y.
dc.contributor.author Pavkov, M.E.
dc.contributor.author Imperatore, G.
dc.contributor.author Aguilar-Salinas, C.A.
dc.contributor.author Ahmad, N.A.
dc.contributor.author Anjana, R.M.
dc.contributor.author Davletov, K.
dc.contributor.author Farzadfar, F.
dc.contributor.author González-Villalpando, C.
dc.contributor.author Khang, Y.-H.
dc.contributor.author Kim, H.C.
dc.contributor.author Laatikainen, T.
dc.contributor.author Laxmaiah, A.
dc.contributor.author Mbanya, J.C.N.
dc.contributor.author Narayan, K.M.V.
dc.contributor.author Ramachandran, A.
dc.contributor.author Wade, A.N.
dc.contributor.author Zdrojewski, T.
dc.contributor.author Abbasi-Kangevari, M.
dc.contributor.author Rahim, H.F.A.
dc.contributor.author Abu-Rmeileh, N.M.
dc.contributor.author Adambekov, S.
dc.contributor.author Adams, R.J.
dc.contributor.author Aekplakorn, W.
dc.contributor.author Agdeppa, I.A.
dc.contributor.author Aghazadeh-Attari, J.
dc.contributor.author Agyemang, C.
dc.contributor.author Ahmadi, A.
dc.contributor.author Ahmadi, N.
dc.contributor.author Ahmadi, N.
dc.contributor.author Ahmed, S.H.
dc.contributor.author Ajlouni, K.
dc.contributor.author Al-Hinai, H.
dc.contributor.author Al-Lahou, B.
dc.contributor.author Al-Lawati, J.A.
dc.contributor.author Asfoor, D.A.
dc.contributor.author Al Qaoud, N.M.
dc.contributor.author Alarouj, M.
dc.contributor.author AlBuhairan, F.
dc.contributor.author AlDhukair, S.
dc.contributor.author Aldwairji, M.A.
dc.contributor.author Ali, M.M.
dc.contributor.author Alinezhad, F.
dc.contributor.author Alkandari, A.
dc.contributor.author Alomirah, H.F.
dc.contributor.author Aly, E.
dc.contributor.author Amarapurkar, D.N.
dc.contributor.author Andersen, L.B.
dc.contributor.author Anderssen, S.A.
dc.contributor.author Andrade, D.S.
dc.contributor.author Ansari-Moghaddam, A.
dc.contributor.author Aounallah-Skhiri, H.
dc.contributor.author Aris, T.
dc.contributor.author Arlappa, N.
dc.contributor.author Aryal, K.K.
dc.contributor.author Assah, F.K.
dc.contributor.author Assembekov, B.
dc.contributor.author Auvinen, J.
dc.contributor.author Avdičová, M.
dc.contributor.author Azad, K.
dc.contributor.author Azimi-Nezhad, M.
dc.contributor.author Azizi, F.
dc.contributor.author Bacopoulou, F.
dc.contributor.author Balakrishna, N.
dc.contributor.author Bamoshmoosh, M.
dc.contributor.author Banach, M.
dc.contributor.author Bandosz, P.
dc.contributor.author Banegas, J.R.
dc.contributor.author Barbagallo, C.M.
dc.contributor.author Barceló, A.
dc.contributor.author Baretić, M.
dc.contributor.author Barrera, L.
dc.contributor.author Basit, A.
dc.contributor.author Batieha, A.M.
dc.contributor.author Batista, A.P.
dc.contributor.author Baur, L.A.
dc.contributor.author Belavendra, A.
dc.contributor.author Ben Romdhane, H.
dc.contributor.author Benet, M.
dc.contributor.author Berkinbayev, S.
dc.contributor.author Bernabé Ortiz, Antonio
dc.contributor.author Berrios Carrasola, X.
dc.contributor.author Bettiol, H.
dc.contributor.author Beybey, A.F.
dc.contributor.author Bhargava, S.K.
dc.contributor.author Bika Lele, E.C.
dc.contributor.author Bikbov, M.M.
dc.contributor.author Bista, B.
dc.contributor.author Bjerregaard, P.
dc.contributor.author Bjertness, E.
dc.contributor.author Bjertness, M.B.
dc.contributor.author Björkelund, C.
dc.contributor.author Bloch, K.V.
dc.contributor.author Blokstra, A.
dc.contributor.author Bo, S.
dc.contributor.author Bobak, M.
dc.contributor.author Boggia, J.G.
dc.contributor.author Bonaccio, M.
dc.contributor.author Bonilla-Vargas, A.
dc.contributor.author Borghs, H.
dc.contributor.author Bovet, P.
dc.contributor.author Brajkovich, I.
dc.contributor.author Brenner, H.
dc.contributor.author Brewster, L.M.
dc.contributor.author Brian, G.R.
dc.contributor.author Briceño, Y.
dc.contributor.author Brito, M.
dc.contributor.author Bugge, A.
dc.contributor.author Buntinx, F.
dc.contributor.author Cabrera de León, A.
dc.contributor.author Caixeta, R.B.
dc.contributor.author Can, G.
dc.contributor.author Cândido, A.P.C.
dc.contributor.author Capanzana, M.V.
dc.contributor.author Čapková, N.
dc.contributor.author Capuano, E.
dc.contributor.author Capuano, R.
dc.contributor.author Capuano, V.
dc.contributor.author Cardoso, V.C.
dc.contributor.author Carlsson, A.C.
dc.contributor.author Casanueva, F.F.
dc.contributor.author Censi, L.
dc.contributor.author Cervantes‐Loaiza, M.
dc.contributor.author Chamnan, P.
dc.contributor.author Chamukuttan, S.
dc.contributor.author Chan, Q.
dc.contributor.author Charchar, F.J.
dc.contributor.author Chaturvedi, N.
dc.contributor.author Chen, H.
dc.contributor.author Cheraghian, B.
dc.contributor.author Chirlaque, M.-D.
dc.contributor.author Chudek, J.
dc.contributor.author Cifkova, R.
dc.contributor.author Cirillo, M.
dc.contributor.author Claessens, F.
dc.contributor.author Cohen, E.
dc.contributor.author Concin, H.
dc.contributor.author Cooper, C.
dc.contributor.author Costanzo, S.
dc.contributor.author Cowell, C.
dc.contributor.author Crujeiras, A.B.
dc.contributor.author Cruz, J.J.
dc.contributor.author Cureau, F.V.
dc.contributor.author Cuschieri, S.
dc.contributor.author D’Arrigo, G.
dc.contributor.author d’Orsi, E.
dc.contributor.author Dallongeville, J.
dc.contributor.author Damasceno, A.
dc.contributor.author Dastgiri, S.
dc.contributor.author De Curtis, A.
dc.contributor.author de Gaetano, G.
dc.contributor.author De Henauw, S.
dc.contributor.author Deepa, M.
dc.contributor.author DeGennaro, V., Jr
dc.contributor.author Demarest, S.
dc.contributor.author Dennison, E.
dc.contributor.author Deschamps, V.
dc.contributor.author Dhimal, M.
dc.contributor.author Dika, Z.
dc.contributor.author Djalalinia, S.
dc.contributor.author Donfrancesco, C.
dc.contributor.author Dong, G.
dc.contributor.author Dorobantu, M.
dc.contributor.author Dörr, M.
dc.contributor.author Dragano, N.
dc.contributor.author Drygas, W.
dc.contributor.author Du, Y.
dc.contributor.author Duante, C.A.
dc.contributor.author Duboz, P.
dc.contributor.author Dushpanova, A.
dc.contributor.author Dziankowska-Zaborszczyk, E.
dc.contributor.author Ebrahimi, N.
dc.contributor.author Eddie, R.
dc.contributor.author Eftekhar, E.
dc.contributor.author Efthymiou, V.
dc.contributor.author Egbagbe, E.E.
dc.contributor.author Eghtesad, S.
dc.contributor.author El-Khateeb, M.
dc.contributor.author El Ati, J.
dc.contributor.author Eldemire-Shearer, D.
dc.contributor.author Elosua, R.
dc.contributor.author Enang, O.
dc.contributor.author Erasmus, R.T.
dc.contributor.author Erbel, R.
dc.contributor.author Erem, C.
dc.contributor.author Ergor, G.
dc.contributor.author Eriksen, L.
dc.contributor.author Eriksson, J.G.
dc.contributor.author Esmaeili, A.
dc.contributor.author Evans, R.G.
dc.contributor.author Fakhradiyev, I.
dc.contributor.author Fall, C.H.
dc.contributor.author Faramarzi, E.
dc.contributor.author Farjam, M.
dc.contributor.author Farzi, Y.
dc.contributor.author Fattahi, M.R.
dc.contributor.author Fawwad, A.
dc.contributor.author Felix-Redondo, F.J.
dc.contributor.author Ferguson, T.S.
dc.contributor.author Fernández-Bergés, D.
dc.contributor.author Ferrari, M.
dc.contributor.author Ferreccio, C.
dc.contributor.author Ferreira, H.S.
dc.contributor.author Ferrer, E.
dc.contributor.author Feskens, E.J.M.
dc.contributor.author Flood, D.
dc.contributor.author Forsner, M.
dc.contributor.author Fosse, S.
dc.contributor.author Fottrell, E.F.
dc.contributor.author Fouad, H.M.
dc.contributor.author Francis, D.K.
dc.contributor.author Frontera, G.
dc.contributor.author Furusawa, T.
dc.contributor.author Gaciong, Z.
dc.contributor.author Garnett, S.P.
dc.contributor.author Gasull, M.
dc.contributor.author Gazzinelli, A.
dc.contributor.author Gehring, U.
dc.contributor.author Ghaderi, E.
dc.contributor.author Ghamari, S.-H.
dc.contributor.author Ghanbari, A.
dc.contributor.author Ghasemi, E.
dc.contributor.author Gheorghe-Fronea, O.-F.
dc.contributor.author Ghimire, A.
dc.contributor.author Gialluisi, A.
dc.contributor.author Giampaoli, S.
dc.contributor.author Gianfagna, F.
dc.contributor.author Gill, T.K.
dc.contributor.author Gironella, G.
dc.contributor.author Giwercman, A.
dc.contributor.author Goltzman, D.
dc.contributor.author Gomula, A.
dc.contributor.author Gonçalves, H.
dc.contributor.author Gonçalves, M.
dc.contributor.author Gonzalez-Chica, D.A.
dc.contributor.author Gonzalez-Gross, M.
dc.contributor.author González-Rivas, J.P.
dc.contributor.author González-Villalpando, M.-E.
dc.contributor.author Gonzalez, A.R.
dc.contributor.author Gottrand, F.
dc.contributor.author Grafnetter, D.
dc.contributor.author Grodzicki, T.
dc.contributor.author Grøntved, A.
dc.contributor.author Guerrero, R.
dc.contributor.author Gujral, U.P.
dc.contributor.author Gupta, R.
dc.contributor.author Gutierrez, L.
dc.contributor.author Gwee, X.
dc.contributor.author Haghshenas, R.
dc.contributor.author Hakimi, H.
dc.contributor.author Hambleton, I.R.
dc.contributor.author Hamzeh, B.
dc.contributor.author Hanekom, W.A.
dc.contributor.author Hange, D.
dc.contributor.author Hantunen, S.
dc.contributor.author Hao, J.
dc.contributor.author Hari Kumar, R.
dc.contributor.author Harooni, J.
dc.contributor.author Hashemi-Shahri, S.M.
dc.contributor.author Hata, J.
dc.contributor.author Heidemann, C.
dc.contributor.author Henrique, R.S.
dc.contributor.author Herrala, S.
dc.contributor.author Herzig, K.-H.
dc.contributor.author Heshmat, R.
dc.contributor.author Ho, S.Y.
dc.contributor.author Holdsworth, M.
dc.contributor.author Homayounfar, R.
dc.contributor.author Hopman, W.M.
dc.contributor.author Horimoto, A.R.V.R.
dc.contributor.author Hormiga, C.
dc.contributor.author Horta, B.L.
dc.contributor.author Houti, L.
dc.contributor.author Howitt, C.
dc.contributor.author Htay, T.T.
dc.contributor.author Htet, A.S.
dc.contributor.author Htike, M.M.T.
dc.contributor.author Huerta, J.M.
dc.contributor.author Huhtaniemi, I.T.
dc.contributor.author Huisman, M.
dc.contributor.author Husseini, A.
dc.contributor.author Huybrechts, I.
dc.contributor.author Iacoviello, L.
dc.contributor.author Iakupova, E.M.
dc.contributor.author Iannone, A.G.
dc.contributor.author Ibrahim Wong, N.
dc.contributor.author Ijoma, C.
dc.contributor.author Irazola, V.E.
dc.contributor.author Ishida, T.
dc.contributor.author Isiguzo, G.C.
dc.contributor.author Islam, S.M.S.
dc.contributor.author Islek, D.
dc.contributor.author Ittermann, T.
dc.contributor.author Iwasaki, M.
dc.contributor.author Jääskeläinen, T.
dc.contributor.author Jacobs, J.M.
dc.contributor.author Jaddou, H.Y.
dc.contributor.author Jadoul, M.
dc.contributor.author Jallow, B.
dc.contributor.author James, K.
dc.contributor.author Jamil, K.M.
dc.contributor.author Janus, E.
dc.contributor.author Jarvelin, M.-R.
dc.contributor.author Jasienska, G.
dc.contributor.author Jelaković, A.
dc.contributor.author Jelaković, B.
dc.contributor.author Jennings, G.
dc.contributor.author Jha, A.K.
dc.contributor.author Jimenez, R.O.
dc.contributor.author Jöckel, K.-H.
dc.contributor.author Jokelainen, J.J.
dc.contributor.author Jonas, J.B.
dc.contributor.author Joshi, P.
dc.contributor.author Josipović, J.
dc.contributor.author Joukar, F.
dc.contributor.author Jóźwiak, J.
dc.contributor.author Kafatos, A.
dc.contributor.author Kajantie, E.O.
dc.contributor.author Kalmatayeva, Z.
dc.contributor.author Karki, K.B.
dc.contributor.author Katibeh, M.
dc.contributor.author Kauhanen, J.
dc.contributor.author Kazakbaeva, G.M.
dc.contributor.author Kaze, F.F.
dc.contributor.author Ke, C.
dc.contributor.author Keinänen-Kiukaanniemi, S.
dc.contributor.author Kelishadi, R.
dc.contributor.author Keramati, M.
dc.contributor.author Kersting, M.
dc.contributor.author Khader, Y.S.
dc.contributor.author Khaledifar, A.
dc.contributor.author Khalili, D.
dc.contributor.author Kheiri, B.
dc.contributor.author Kheradmand, M.
dc.contributor.author Khosravi, A.
dc.contributor.author Kiechl-Kohlendorfer, U.
dc.contributor.author Kiechl, S.J.
dc.contributor.author Kiechl, S.
dc.contributor.author Kingston, A.
dc.contributor.author Klakk, H.
dc.contributor.author Klanova, J.
dc.contributor.author Knoflach, M.
dc.contributor.author Kolsteren, P.
dc.contributor.author König, J.
dc.contributor.author Korpelainen, R.
dc.contributor.author Korrovits, P.
dc.contributor.author Kos, J.
dc.contributor.author Koskinen, S.
dc.contributor.author Kowlessur, S.
dc.contributor.author Koziel, S.
dc.contributor.author Kriemler, S.
dc.contributor.author Kristensen, P.L.
dc.contributor.author Kromhout, D.
dc.contributor.author Kubinova, R.
dc.contributor.author Kujala, U.M.
dc.contributor.author Kulimbet, M.
dc.contributor.author Kurjata, P.
dc.contributor.author Kyobutungi, C.
dc.contributor.author La, Q.N.
dc.contributor.author Labadarios, D.
dc.contributor.author Lachat, C.
dc.contributor.author Laid, Y.
dc.contributor.author Lall, L.
dc.contributor.author Lankila, T.
dc.contributor.author Lanska, V.
dc.contributor.author Lappas, G.
dc.contributor.author Larijani, B.
dc.contributor.author Latt, T.S.
dc.contributor.author Laurenzi, M.
dc.contributor.author Lehmann, N.
dc.contributor.author Lehtimäki, T.
dc.contributor.author Lemogoum, D.
dc.contributor.author Leung, G.M.
dc.contributor.author Li, Y.
dc.contributor.author Lima-Costa, M.F.
dc.contributor.author Lin, H.-H.
dc.contributor.author Lind, L.
dc.contributor.author Lissner, L.
dc.contributor.author Liu, X.
dc.contributor.author Lopez-Garcia, E.
dc.contributor.author Lopez, T.
dc.contributor.author Lozano, J.E.
dc.contributor.author Luksiene, D.
dc.contributor.author Lundqvist, A.
dc.contributor.author Lunet, N.
dc.contributor.author Lustigová, M.
dc.contributor.author Machado-Coelho, G.L.L.
dc.contributor.author Machado-Rodrigues, A.M.
dc.contributor.author Macia, E.
dc.contributor.author Macieira, L.M.
dc.contributor.author Madar, A.A.
dc.contributor.author Maestre, G.E.
dc.contributor.author Maggi, S.
dc.contributor.author Magliano, D.J.
dc.contributor.author Magriplis, E.
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dc.contributor.author Malekpour, M.-R.
dc.contributor.author Malekzadeh, F.
dc.contributor.author Malekzadeh, R.
dc.contributor.author Mallikharjuna Rao, K.
dc.contributor.author Malyutina, S.
dc.contributor.author Maniego, L.V.
dc.contributor.author Manios, Y.
dc.contributor.author Mannix, M.I.
dc.contributor.author Mansour-Ghanaei, F.
dc.contributor.author Manzato, E.
dc.contributor.author Margozzini, P.
dc.contributor.author Mariño, J.
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dc.contributor.author Martorell, R.
dc.contributor.author Mascarenhas, L.P.
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dc.contributor.author Matsha, T.E.
dc.contributor.author Mc Donald Posso, A.J.
dc.contributor.author McFarlane, S.R.
dc.contributor.author McGarvey, S.T.
dc.contributor.author Mediene Benchekor, S.
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dc.contributor.author Mehrparvar, A.H.
dc.contributor.author Melgarejo, J.D.
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dc.contributor.author Meshram, I.I.
dc.contributor.author Meto, D.T.
dc.contributor.author Minderico, C.S.
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dc.contributor.author Miranda, J. Jaime
dc.contributor.author Mirjalili, M.R.
dc.contributor.author Modesti, P.A.
dc.contributor.author Moghaddam, S.S.
dc.contributor.author Mohamed, M.K.
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dc.contributor.author Mohammadi, M.R.
dc.contributor.author Mohammadi, Z.
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dc.contributor.author Mohan, V.
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dc.contributor.author Mohebbi, I.
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dc.contributor.author Montenegro Mendoza, R.A.
dc.contributor.author Monterrubio-Flores, E.
dc.contributor.author Moosazadeh, M.
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dc.contributor.author Moreno, L.A.
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dc.contributor.author Mustafa, N.
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dc.contributor.author Naseri, T.
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dc.contributor.author Nejatizadeh, A.
dc.contributor.author Nenko, I.
dc.contributor.author Nervi, F.
dc.contributor.author Ng, T.P.
dc.contributor.author Nguyen, C.T.
dc.contributor.author Nguyen, Q.N.
dc.contributor.author Ni, M.Y.
dc.contributor.author Nie, P.
dc.contributor.author Nieto-Martínez, R.E.
dc.contributor.author Ninomiya, T.
dc.contributor.author Noale, M.
dc.contributor.author Noboa, O.A.
dc.contributor.author Noto, D.
dc.contributor.author Nsour, M.A.
dc.contributor.author Nuhoğlu, I.
dc.contributor.author O’Neill, T.W.
dc.contributor.author Odili, A.N.
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dc.contributor.author Omar, M.A.
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dc.contributor.author Ordunez, P.
dc.contributor.author Ornelas, R.
dc.contributor.author Ortiz Saavedra, Pedro José
dc.contributor.author Osmond, C.
dc.contributor.author Ostovar, A.
dc.contributor.author Otero, J.A.
dc.contributor.author Ottendahl, C.B.
dc.contributor.author Otu, A.
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dc.contributor.author Palmieri, L.
dc.contributor.author Pan, W.-H.
dc.contributor.author Panda-Jonas, S.
dc.contributor.author Panza, F.
dc.contributor.author Paoli, M.
dc.contributor.author Park, S.
dc.contributor.author Parsaeian, M.
dc.contributor.author Patel, N.D.
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dc.contributor.author Pećin, I.
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dc.contributor.author Peixoto, S.V.
dc.contributor.author Peltonen, M.
dc.contributor.author Pereira, A.C.
dc.contributor.author Pessôa dos Prazeres, T.M.
dc.contributor.author Peykari, N.
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dc.contributor.author Xu, H.
dc.contributor.author Xu, L.
dc.contributor.author Yaacob, N.A.
dc.contributor.author Yan, L.
dc.contributor.author Yan, W.
dc.contributor.author Yoosefi, M.
dc.contributor.author Yoshihara, A.
dc.contributor.author Younger-Coleman, N.O.
dc.contributor.author Yu, Y.-L.
dc.contributor.author Yu, Y.
dc.contributor.author Yusoff, A.F.
dc.contributor.author Zainuddin, A.A.
dc.contributor.author Zamani, F.
dc.contributor.author Zambon, S.
dc.contributor.author Zampelas, A.
dc.contributor.author Zaw, K.K.
dc.contributor.author Zeljkovic Vrkic, T.
dc.contributor.author Zeng, Y.
dc.contributor.author Zhang, Z.-Y.
dc.contributor.author Zholdin, B.
dc.contributor.author Zimmet, P.
dc.contributor.author Zitt, E.
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dc.contributor.author NCD Risk Factor Collaboration (NCD-RisC)
dc.date.accessioned 2023-12-07T22:33:24Z
dc.date.available 2023-12-07T22:33:24Z
dc.date.issued 2023
dc.identifier.uri https://hdl.handle.net/20.500.12866/14709
dc.description.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. en_US
dc.language.iso eng
dc.publisher Nature Research
dc.relation.ispartofseries Nature Medicine
dc.rights info:eu-repo/semantics/restrictedAccess
dc.rights.uri https://creativecommons.org/licenses/by-nc-nd/4.0/deed.es
dc.subject Diabetes en_US
dc.subject Diagnosis en_US
dc.subject Diagnostic markers en_US
dc.subject Epidemiology en_US
dc.subject Public health en_US
dc.subject.mesh Diabetes Mellitus
dc.subject.mesh Diagnóstico
dc.subject.mesh Epidemiología
dc.subject.mesh Salud Pública
dc.title Global variation in diabetes diagnosis and prevalence based on fasting glucose and hemoglobin A1c en_US
dc.type info:eu-repo/semantics/article
dc.identifier.doi https://doi.org/10.1038/s41591-023-02610-2
dc.subject.ocde https://purl.org/pe-repo/ocde/ford#1.06.03
dc.subject.ocde https://purl.org/pe-repo/ocde/ford#3.00.00
dc.relation.issn 1546-170X


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