TY - JOUR
T1 - Global variation in diabetes diagnosis and prevalence based on fasting glucose and hemoglobin A1c
AU - NCD Risk Factor Collaboration (NCD-RisC)
AU - Zhou, Bin
AU - Sheffer, Kate E.
AU - Bennett, James E.
AU - Gregg, Edward W.
AU - Danaei, Goodarz
AU - Singleton, Rosie K.
AU - Shaw, Jonathan E.
AU - Mishra, Anu
AU - Lhoste, Victor P.F.
AU - Carrillo-Larco, Rodrigo M.
AU - Kengne, Andre P.
AU - Phelps, Nowell H.
AU - Heap, Rachel A.
AU - Rayner, Archie W.
AU - Stevens, Gretchen A.
AU - Paciorek, Chris J.
AU - Riley, Leanne M.
AU - Cowan, Melanie J.
AU - Savin, Stefan
AU - Vander Hoorn, Stephen
AU - Lu, Yuan
AU - Pavkov, Meda E.
AU - Imperatore, Giuseppina
AU - Aguilar-Salinas, Carlos A.
AU - Ahmad, Noor Ani
AU - Anjana, Ranjit Mohan
AU - Davletov, Kairat
AU - Farzadfar, Farshad
AU - González-Villalpando, Clicerio
AU - Khang, Young Ho
AU - Kim, Hyeon Chang
AU - Laatikainen, Tiina
AU - Laxmaiah, Avula
AU - Mbanya, Jean Claude N.
AU - Narayan , K. M.Venkat
AU - Ramachandran, Ambady
AU - Wade, Alisha N.
AU - Zdrojewski, Tomasz
AU - Abbasi-Kangevari, Mohsen
AU - Rahim, Hanan F.Abdul
AU - Abu-Rmeileh, Niveen M.
AU - Adambekov, Shalkar
AU - Adams, Robert J.
AU - Aekplakorn, Wichai
AU - Agdeppa, Imelda A.
AU - Aghazadeh-Attari, Javad
AU - Agyemang, Charles
AU - Ahmadi, Ali
AU - Ahmadi, Naser
AU - Ahmadi, Nastaran
AU - Ahmed, Soheir H.
AU - Ajlouni, Kamel
AU - Al-Hinai, Halima
AU - Al-Lahou, Badreya
AU - Al-Lawati, Jawad A.
AU - Asfoor, Deena Al
AU - Al Qaoud, Nawal M.
AU - Alarouj, Monira
AU - AlBuhairan, Fadia
AU - AlDhukair, Shahla
AU - Aldwairji, Maryam A.
AU - Ali, Mohamed M.
AU - Alinezhad, Farbod
AU - Alkandari, Abdullah
AU - Alomirah, Husam F.
AU - Aly, Eman
AU - Amarapurkar, Deepak N.
AU - Andersen, Lars Bo
AU - Anderssen, Sigmund A.
AU - Andrade, Dolores S.
AU - Ansari-Moghaddam, Alireza
AU - Aounallah-Skhiri, Hajer
AU - Aris, Tahir
AU - Arlappa, Nimmathota
AU - Aryal, Krishna K.
AU - Assah, Felix K.
AU - Assembekov, Batyrbek
AU - Auvinen, Juha
AU - Avdičová, Mária
AU - Azad, Kishwar
AU - Azimi-Nezhad, Mohsen
AU - Azizi, Fereidoun
AU - Bacopoulou, Flora
AU - Balakrishna, Nagalla
AU - Bamoshmoosh, Mohamed
AU - Banach, Maciej
AU - Bandosz, Piotr
AU - Banegas, José R.
AU - Barbagallo, Carlo M.
AU - Barceló, Alberto
AU - Baretić, Maja
AU - Barrera, Lena
AU - Basit, Abdul
AU - Batieha, Anwar M.
AU - Batista, Aline P.
AU - Baur, Louise A.
AU - Belavendra, Antonisamy
AU - Ben Romdhane, Habiba
AU - Benet, Mikhail
AU - Berkinbayev, Salim
AU - Bernabe-Ortiz, Antonio
AU - Berrios Carrasola, Ximena
AU - Bettiol, Heloísa
AU - Beybey, Augustin F.
AU - Bhargava, Santosh K.
AU - Bika Lele, Elysée Claude
AU - Bikbov, Mukharram M.
AU - Bista, Bihungum
AU - Bjerregaard, Peter
AU - Bjertness, Espen
AU - Bjertness, Marius B.
AU - Björkelund, Cecilia
AU - Bloch, Katia V.
AU - Blokstra, Anneke
AU - Bo, Simona
AU - Bobak, Martin
AU - Boggia, Jose G.
AU - Bonaccio, Marialaura
AU - Bonilla-Vargas, Alice
AU - Borghs, Herman
AU - Bovet, Pascal
AU - Brajkovich, Imperia
AU - Brenner, Hermann
AU - Brewster, Lizzy M.
AU - Brian, Garry R.
AU - Briceño, Yajaira
AU - Brito, Miguel
AU - Bugge, Anna
AU - Buntinx, Frank
AU - Cabrera de León, Antonio
AU - Caixeta, Roberta B.
AU - Can, Günay
AU - Cândido, Ana Paula C.
AU - Capanzana, Mario V.
AU - Čapková, Naděžda
AU - Capuano, Eduardo
AU - Capuano, Rocco
AU - Capuano, Vincenzo
AU - Cardoso, Viviane C.
AU - Carlsson, Axel C.
AU - Casanueva, Felipe F.
AU - Censi, Laura
AU - Cervantes‐Loaiza, Marvin
AU - Chamnan, Parinya
AU - Chamukuttan, Snehalatha
AU - Chan, Queenie
AU - Charchar, Fadi J.
AU - Chaturvedi, Nish
AU - Chen, Huashuai
AU - Cheraghian, Bahman
AU - Chirlaque, María Dolores
AU - Chudek, Jerzy
AU - Cifkova, Renata
AU - Cirillo, Massimo
AU - Claessens, Frank
AU - Cohen, Emmanuel
AU - Concin, Hans
AU - Cooper, Cyrus
AU - Costanzo, Simona
AU - Cowell, Chris
AU - Crujeiras, Ana B.
AU - Cruz, Juan J.
AU - Cureau, Felipe V.
AU - Cuschieri, Sarah
AU - D’Arrigo, Graziella
AU - d’Orsi, Eleonora
AU - Dallongeville, Jean
AU - Damasceno, Albertino
AU - Dastgiri, Saeed
AU - De Curtis, Amalia
AU - de Gaetano, Giovanni
AU - De Henauw, Stefaan
AU - Deepa, Mohan
AU - DeGennaro, Vincent
AU - Demarest, Stefaan
AU - Dennison, Elaine
AU - Deschamps, Valérie
AU - Dhimal, Meghnath
AU - Dika, Zivka
AU - Djalalinia, Shirin
AU - Donfrancesco, Chiara
AU - Dong, Guanghui
AU - Dorobantu, Maria
AU - Dörr, Marcus
AU - Dragano, Nico
AU - Drygas, Wojciech
AU - Du, Yong
AU - Duante, Charmaine A.
AU - Duboz, Priscilla
AU - Dushpanova, Anar
AU - Dziankowska-Zaborszczyk, Elzbieta
AU - Ebrahimi, Narges
AU - Eddie, Ricky
AU - Eftekhar, Ebrahim
AU - Efthymiou, Vasiliki
AU - Egbagbe, Eruke E.
AU - Eghtesad, Sareh
AU - El-Khateeb, Mohammad
AU - El Ati, Jalila
AU - Eldemire-Shearer, Denise
AU - Elosua, Roberto
AU - Enang, Ofem
AU - Erasmus, Rajiv T.
AU - Erbel, Raimund
AU - Erem, Cihangir
AU - Ergor, Gul
AU - Eriksen, Louise
AU - Eriksson, Johan G.
AU - Esmaeili, Ali
AU - Evans , Roger G.
AU - Fakhradiyev, Ildar
AU - Fall, Caroline H.
AU - Faramarzi, Elnaz
AU - Farjam, Mojtaba
AU - Farzi, Yosef
AU - Fattahi, Mohammad Reza
AU - Fawwad, Asher
AU - Felix-Redondo, Francisco J.
AU - Ferguson, Trevor S.
AU - Fernández-Bergés, Daniel
AU - Ferrari, Marika
AU - Ferreccio, Catterina
AU - Ferreira, Haroldo S.
AU - Ferrer, Eldridge
AU - Feskens, Edith J.M.
AU - Flood, David
AU - Forsner, Maria
AU - Fosse, Sandrine
AU - Fottrell, Edward F.
AU - Fouad, Heba M.
AU - Francis, Damian K.
AU - Frontera, Guillermo
AU - Furusawa, Takuro
AU - Gaciong, Zbigniew
AU - Garnett, Sarah P.
AU - Gasull, Magda
AU - Gazzinelli, Andrea
AU - Gehring, Ulrike
AU - Ghaderi , Ebrahim
AU - Ghamari, Seyyed Hadi
AU - Ghanbari, Ali
AU - Ghasemi, Erfan
AU - Gheorghe-Fronea, Oana Florentina
AU - Ghimire, Anup
AU - Gialluisi, Alessandro
AU - Giampaoli, Simona
AU - Gianfagna, Francesco
AU - Janus, Edward
AU - Taylor, Julie
AU - Wong, Emily B.
PY - 2023/11
Y1 - 2023/11
N2 - 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.
AB - 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.
KW - Diabetes
KW - Diagnosis
KW - Diagnostic markers
KW - Epidemiology
KW - Public health
UR - http://www.scopus.com/inward/record.url?scp=85176735771&partnerID=8YFLogxK
U2 - 10.1038/s41591-023-02610-2
DO - 10.1038/s41591-023-02610-2
M3 - Article
C2 - 37946056
AN - SCOPUS:85176735771
SN - 1078-8956
VL - 29
SP - 2885
EP - 2901
JO - Nature Medicine
JF - Nature Medicine
IS - 11
ER -