Evidence map›Paper›PMID 30822339›Full record

ArticlePLoS medicine2019

Health system performance for people with diabetes in 28 low- and middle-income countries: A cross-sectional study of nationally representative surveys.

Jennifer Manne-Goehler, Pascal Geldsetzer, Kokou Agoudavi, Glennis Andall-Brereton, Krishna K Aryal, Brice Wilfried Bicaba, Pascal Bovet, Garry Brian, Maria Dorobantu, Gladwell Gathecha and 28 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06258473 (Addressing Gaps in the Hypertension and Diabetes Care Continuum in Rural Bangladesh Through mHealth and Decentralized Primary Care), which is not on this map. Cited by 200 papers, 12 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
200citing papers in PubMed, 12 pooled it
41.2field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06258473 phase1recruitingnot on this mapstarted 2024, after this paper: background citation

Addressing Gaps in the Hypertension and Diabetes Care Continuum in Rural Bangladesh Through mHealth and Decentralized Primary Care: The Dinajpur Study

TypeinterventionalSponsorBRAC UniversityRan2024 to 2026Enrolled6,750ConditionsHypertension, DiabetesArmsMulticomponent decentralized care, mHealth
3 · Its place in the literature

Who cites it

200 citing papers in PubMed, 12 syntheses or guidelines pooled it, 319 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Pooled it
  5. Pooled it
  6. Pooled it
  7. Pooled it
  8. Pooled it
  9. Pooled it
  10. Pooled it
  11. Pooled it
  12. Pooled it
  13. Trial
  14. Trial
  15. Trial
  16. Trial
  17. Trial
  18. Trial
  19. Trial
  20. Article

140 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

38 authors at 20 institutions in 24 countries.

Jennifer Manne-GoehlerDivison of Infectious Diseases, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, United States of America.ORCID 0000-0001-9295-0035
Pascal GeldsetzerDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-8878-5505
Kokou AgoudaviTogo Ministry of Health, Lome, Togo.
Glennis Andall-BreretonNon-Communicable Diseases, Caribbean Public Health Agency, Port of Spain, Trinidad and Tobago.ORCID 0000-0002-4232-1625
Krishna K AryalNepal Health Research Council, Kathmandu, Nepal.ORCID 0000-0003-0801-0775
Brice Wilfried BicabaDirection de la Lutte Contre la Maladie, Ministère de la Santé, Ouagadougou, Burkina Faso.
Pascal BovetMinistry of Health, Victoria, Seychelles.ORCID 0000-0002-0242-4259
Garry BrianThe Fred Hollows Foundation NZ, Auckland, New Zealand.ORCID 0000-0002-1054-8104
Maria DorobantuCardiology Department, Emergency Hospital of Bucharest, Bucharest, Romania.
Gladwell GathechaDivision of Non-Communicable Diseases, Kenya Ministry of Health, Nairobi, Kenya.
Mongal Singh GurungHealth Research and Epidemiology Unit, Ministry of Health, Thimphu, Bhutan.ORCID 0000-0001-6481-6242
David GuwatuddeDepartment of Epidemiology and Biostatistics, School of Public Health, Makerere University, Kampala, Uganda.
Mohamed MsaidieComoros Ministry of Health, Solidarity, Social Cohesion and Gender, Moroni, Comoros.
Corine HouehanouLaboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin.
Dismand HouinatoLaboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin.
Jutta Mari Adelin JorgensenPartners in Health, Boston, Massachusetts, United States of America.
Gibson B KagarukiNational Institute for Medical Research, Dar es Salaam, Tanzania.
Khem B KarkiNepal Health Research Council, Kathmandu, Nepal.
Demetre LabadariosFaculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa.
Joao S MartinsFaculty of Medicine and Health Sciences, National University of East Timor, Dili, Timor-Leste.
Mary T MayigeNational Institute for Medical Research, Dar es Salaam, Tanzania.ORCID 0000-0003-4861-7870
Roy Wong McClureOffice of Epidemiology and Surveillance, Caja Costarricense de Seguro Social, San Jose, Costa Rica.
Omar MwalimZanzibar Ministry of Health, Mnazi Mmoja, Zanzibar.
Joseph Kibachio MwangiDivision of Non-Communicable Diseases, Kenya Ministry of Health, Nairobi, Kenya.
Bolormaa NorovNational Center for Public Health, Ulaanbaatar, Mongolia.ORCID 0000-0001-8074-9393
Sarah Quesnel-CrooksNon-Communicable Diseases, Caribbean Public Health Agency, Port of Spain, Trinidad and Tobago.ORCID 0000-0003-0622-6695
Bahendeka K SilverSt. Francis Hospital, Kampala, Uganda.ORCID 0000-0001-8080-7872
Lela SturuaNon-Communicable Disease Department, National Center for Disease Control and Public Health, Tbilisi, Georgia.
Lindiwe TsabedzeSwaziland Ministry of Health, Mbabane, Swaziland.
Chea Stanford WessehLiberia Ministry of Health, Monrovia, Liberia.
Andrew StokesBoston University Center for Global Health and Development, Boston, Massachusetts, United States of America.ORCID 0000-0002-8502-3636
Maja MarcusDepartment of Economics and Centre for Modern Indian Studies, University of Göttingen, Göttingen, Germany.ORCID 0000-0003-4904-2087
Cara EbertDepartment of Economics and Centre for Modern Indian Studies, University of Göttingen, Göttingen, Germany.
Justine I DaviesMRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, University of the Witwatersrand, Johannesburg, South Africa.ORCID 0000-0001-6834-1838
Sebastian VollmerDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.
Rifat AtunDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-1531-5983
Till W BärnighausenDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-4182-4212
Lindsay M JaacksDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-7791-5167
Harvard Global Health Institute · USCaribbean Public Health Agency · TTMinistry of Health · KENational Institute for Medical Research · TZNepal Health Research Council · NPUniversité d'Abomey-Calavi · BJUniversity of Göttingen · DEBoston University · USClinical Emergency Hospital Bucharest · ROCosta Rican Department of Social Security · CRFred Hollows Foundation · AUHarvard University · USHeidelberg University · DEInstitute of Social and Preventive Medicine · CHMakerere University · UGMinistère De La Santé · BFMinistry of Health · SZMinistry of Labour, Social Insurance and Social Solidarity · GRNaggalama Hospital · UGNational Center for Communicable Diseases · MN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe prevalence of diabetes is increasing rapidly in low- and middle-income countries (LMICs), urgently requiring detailed evidence to guide the response of health systems to this epidemic. In an effort to understand at what step in the diabetes care continuum individuals are lost to care, and how this varies between countries and population groups, this study examined health system performance for diabetes among adults in 28 LMICs using a cascade of care approach. METHODS AND

findingsWe pooled individual participant data from nationally representative surveys done between 2008 and 2016 in 28 LMICs. Diabetes was defined as fasting plasma glucose ≥ 7.0 mmol/l (126 mg/dl), random plasma glucose ≥ 11.1 mmol/l (200 mg/dl), HbA1c ≥ 6.5%, or reporting to be taking medication for diabetes. Stages of the care cascade were as follows: tested, diagnosed, lifestyle advice and/or medication given ("treated"), and controlled (HbA1c < 8.0% or equivalent). We stratified cascades of care by country, geographic region, World Bank income group, and individual-level characteristics (age, sex, educational attainment, household wealth quintile, and body mass index [BMI]). We then used logistic regression models with country-level fixed effects to evaluate predictors of (1) testing, (2) treatment, and (3) control. The final sample included 847,413 adults in 28 LMICs (8 low income, 9 lower-middle income, 11 upper-middle income). Survey sample size ranged from 824 in Guyana to 750,451 in India. The prevalence of diabetes was 8.8% (95% CI: 8.2%-9.5%), and the prevalence of undiagnosed diabetes was 4.8% (95% CI: 4.5%-5.2%). Health system performance for management of diabetes showed large losses to care at the stage of being tested, and low rates of diabetes control. Total unmet need for diabetes care (defined as the sum of those not tested, tested but undiagnosed, diagnosed but untreated, and treated but with diabetes not controlled) was 77.0% (95% CI: 74.9%-78.9%). Performance along the care cascade was significantly better in upper-middle income countries, but across all World Bank income groups, only half of participants with diabetes who were tested achieved diabetes control. Greater age, educational attainment, and BMI were associated with higher odds of being tested, being treated, and achieving control. The limitations of this study included the use of a single glucose measurement to assess diabetes, differences in the approach to wealth measurement across surveys, and variation in the date of the surveys.

conclusionsThe study uncovered poor management of diabetes along the care cascade, indicating large unmet need for diabetes care across 28 LMICs. Performance across the care cascade varied by World Bank income group and individual-level characteristics, particularly age, educational attainment, and BMI. This policy-relevant analysis can inform country-specific interventions and offers a baseline by which future progress can be measured.

Indexed as

AdolescentAdultCross-Sectional StudiesDelivery of Health CareDiabetes MellitusFemaleHealth Services Needs and DemandHealth SurveysHumansIncomeMaleMiddle AgedPovertyYoung Adult

Identifiers

PMID30822339
PMCPMC6396901
OpenAlexW2918851286

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.