Diabetes Prevalence and Its Relationship With Education, Wealth, and BMI in 29 Low- and Middle-Income Countries

Author:

Seiglie Jacqueline A.12ORCID,Marcus Maja-Emilia3,Ebert Cara3,Prodromidis Nikolaos3,Geldsetzer Pascal4ORCID,Theilmann Michaela5,Agoudavi Kokou6,Andall-Brereton Glennis7,Aryal Krishna K.8,Bicaba Brice Wilfried9,Bovet Pascal1011,Brian Garry12,Dorobantu Maria13,Gathecha Gladwell14,Gurung Mongal Singh15,Guwatudde David16,Msaidié Mohamed17,Houehanou Corine18,Houinato Dismand18,Jorgensen Jutta Mari Adelin19,Kagaruki Gibson B.20,Karki Khem B.21,Labadarios Demetre22,Martins Joao S.23,Mayige Mary T.20,Wong-McClure Roy24,Mwangi Joseph Kibachio1425,Mwalim Omar26,Norov Bolormaa27,Quesnel-Crooks Sarah7,Silver Bahendeka K.28,Sturua Lela29,Tsabedze Lindiwe30,Wesseh Chea Stanford31,Stokes Andrew32,Atun Rifat3334,Davies Justine I.3536,Vollmer Sebastian3,Bärnighausen Till W.53337,Jaacks Lindsay M.3338ORCID,Meigs James B.39,Wexler Deborah J.12,Manne-Goehler Jennifer40

Affiliation:

1. Diabetes Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA

2. Department of Medicine, Harvard Medical School, Boston, MA

3. Department of Economics and Centre for Modern Indian Studies, University of Göttingen, Göttingen, Germany

4. Division of Primary Care and Population Health, Department of Medicine, Stanford University, Stanford, CA

5. Institute of Global Health, Heidelberg University, Heidelberg, Germany

6. Ministry of Health, Lome, Togo

7. Non-Communicable Diseases, Caribbean Public Health Agency, Port of Spain, Trinidad and Tobago

8. Nepal Health Research Council, Kathmandu, Nepal

9. Institut Africain de Santé publique, Ouagadougou, Burkina Faso

10. Ministry of Health, Victoria, Republic of Seychelles

11. University Center for Primary Care and Public Health, Lausanne, Switzerland

12. The Fred Hollows Foundation NZ, Auckland, New Zealand

13. Cardiology Department, Emergency Hospital of Bucharest, Bucharest, Romania

14. Division of Non-Communicable Diseases, Kenya Ministry of Health, Nairobi, Kenya

15. Health Research and Epidemiology Unit, Ministry of Health, Thimphu, Bhutan

16. Department of Epidemiology and Biostatistics, School of Public Health, Makerere University, Kampala, Uganda

17. Comoros Ministry of Health, Solidarity, Social Cohesion and Gender, Moroni, Comoros

18. Laboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin

19. Partners In Health, Boston, MA

20. National Institute for Medical Research, Dar es Salaam, Tanzania

21. Department of Community Medicine and Public Health, Institute of Medicine, Tribhuvan University, Kathmandu, Nepal

22. Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa

23. Faculty of Medicine and Health Sciences, National University of East Timor, Dili, Timor-Leste

24. Epidemiology Office and Surveillance, Caja Costarricense de Seguro Social, San Jose, Costa Rica

25. Faculté de médecine, Université de Genève, Geneva, Switzerland

26. Zanzibar Ministry of Health, Mnazi Mmoja, Zanzibar

27. National Center for Public Health, Ulaanbaatar, Mongolia

28. St. Francis Hospital, Nsambya, Kampala, Uganda

29. Non-Communicable Disease Department, National Center for Disease Control and Public Health, Tbilisi, Georgia

30. Swaziland Ministry of Health, Mbabane, Swaziland

31. Liberia Ministry of Health, Monrovia, Liberia

32. Center for Global Health and Development, Boston University, Boston, MA

33. Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA

34. Department of Global Health and Social Medicine, Harvard Medical School, Harvard University, Boston, MA

35. MRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, University of Witwatersrand, Johannesburg, South Africa

36. Institute of Applied Health Research, University of Birmingham, Birmingham, U.K.

37. Africa Health Research Institute, Somkhele, South Africa

38. Public Health Foundation of India, New Delhi, India

39. Department of General Internal Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA

40. Division of Infectious Diseases, Massachusetts General Hospital, Harvard Medical School, Boston, MA

Abstract

OBJECTIVE Diabetes is a rapidly growing health problem in low- and middle-income countries (LMICs), but empirical data on its prevalence and relationship to socioeconomic status are scarce. We estimated diabetes prevalence and the subset with undiagnosed diabetes in 29 LMICs and evaluated the relationship of education, household wealth, and BMI with diabetes risk. RESEARCH DESIGN AND METHODS We pooled individual-level data from 29 nationally representative surveys conducted between 2008 and 2016, totaling 588,574 participants aged ≥25 years. Diabetes prevalence and the subset with undiagnosed diabetes was calculated overall and by country, World Bank income group (WBIG), and geographic region. Multivariable Poisson regression models were used to estimate relative risk (RR). RESULTS Overall, prevalence of diabetes in 29 LMICs was 7.5% (95% CI 7.1–8.0) and of undiagnosed diabetes 4.9% (4.6–5.3). Diabetes prevalence increased with increasing WBIG: countries with low-income economies (LICs) 6.7% (5.5–8.1), lower-middle-income economies (LMIs) 7.1% (6.6–7.6), and upper-middle-income economies (UMIs) 8.2% (7.5–9.0). Compared with no formal education, greater educational attainment was associated with an increased risk of diabetes across WBIGs, after adjusting for BMI (LICs RR 1.47 [95% CI 1.22–1.78], LMIs 1.14 [1.06–1.23], and UMIs 1.28 [1.02–1.61]). CONCLUSIONS Among 29 LMICs, diabetes prevalence was substantial and increased with increasing WBIG. In contrast to the association seen in high-income countries, diabetes risk was highest among those with greater educational attainment, independent of BMI. LMICs included in this analysis may be at an advanced stage in the nutrition transition but with no reversal in the socioeconomic gradient of diabetes risk.

Funder

National Institutes of Health

Publisher

American Diabetes Association

Subject

Advanced and Specialized Nursing,Endocrinology, Diabetes and Metabolism,Internal Medicine

Reference40 articles.

1. Worldwide trends in diabetes since 1980: a pooled analysis of 751 population-based studies with 4.4 million participants [published correction appears in Lancet 2017;389:e2];NCD Risk Factor Collaboration (NCD-RisC),2016

2. International Diabetes Federation . IDF Diabetes Atlas, 9th edition [Internet], 2019. Available from https://diabetesatlas.org/en/. Accessed 18 November 2019

3. Liberating data: the crucial weapon in the fight against NCDs;Davies;Lancet Diabetes Endocrinol,2016

4. Monitoring country progress and achievements by making global predictions: is the tail wagging the dog;Boerma;Lancet,2018

5. Socioeconomic inequality in the prevalence of noncommunicable diseases in low- and middle-income countries: results from the World Health Survey;Hosseinpoor;BMC Public Health,2012

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