ArticlePLoS medicine2019
Health system performance for people with diabetes in 28 low- and middle-income countries: A cross-sectional study of nationally representative surveys.
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.
What it found
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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.
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.
Addressing Gaps in the Hypertension and Diabetes Care Continuum in Rural Bangladesh Through mHealth and Decentralized Primary Care: The Dinajpur Study
Who cites it
200 citing papers in PubMed, 12 syntheses or guidelines pooled it, 319 citations in OpenAlex.
- Where Are the Gaps in Diabetes Care? An Evidence Gap Mapping of the Diabetes Patient Journey in Indonesia.Tropical medicine & international health : TM & IH · 2026Pooled it
- Oral health promotion in adults with type 2 diabetes-a scoping review.Frontiers in medicine · 2026Pooled it
- Global, regional, and national cascades of diabetes care, 2000-23: a systematic review and modelling analysis using findings from the Global Burden of Disease Study.The lancet. Diabetes & endocrinology · 2025Pooled it
- Diabetes medication management recommendations for older adults: A systematic review of the Western Pacific region.Geriatrics & gerontology international · 2025Pooled it
- Systematic review of diagnostic and prognostic models of chronic kidney disease in low-income and middle-income countries.BMJ open · 2022Pooled it
- Mortality attributable to type 2 diabetes mellitus in Latin America and the Caribbean: a comparative risk assessment analysis.BMJ open diabetes research & care · 2022Pooled it
- Interventions for preventing type 2 diabetes in adults with mental disorders in low- and middle-income countries.The Cochrane database of systematic reviews · 2021 · on this mapPooled it
- Task-sharing interventions for improving control of diabetes in low-income and middle-income countries: a systematic review and meta-analysis.The Lancet. Global health · 2021Pooled it
- Cardiovascular safety and efficacy of metformin-SGLT2i versus metformin-sulfonylureas in type 2 diabetes: systematic review and meta-analysis of randomized controlled trials.Scientific reports · 2021 · on this mapPooled it
- Diabetes comorbidities in low- and middle-income countries: An umbrella review.Journal of global health · 2021Pooled it
- Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis.PLoS medicine · 2020Pooled it
- Barriers and facilitators to successful management of type 2 diabetes mellitus in Latin America and the Caribbean: A systematic review.PloS one · 2020Pooled it
- A Nutritional Strategy Based on Multiple Components for Glycemic Control in Type 2 Diabetes: A Multicenter Randomized Controlled Clinical Trial.Nutrients · 2024Trial
- Trial
- Risk Stratification for Diabetic Retinopathy Screening Order Using Deep Learning: A Multicenter Prospective Study.Translational vision science & technology · 2023Trial
- The state of diabetes care and obstacles to better care in Aceh, Indonesia: a mixed-methods study.BMC health services research · 2023Trial
- A Culturally Sensitive and Theory-Based Intervention on Prevention and Management of Diabetes: A Cluster Randomized Control Trial.Nutrients · 2022Trial
- Evaluation of an mHealth-enabled hierarchical diabetes management intervention in primary care in China (ROADMAP): A cluster randomized trial.PLoS medicine · 2021Trial
- Effects of a Technology-Assisted Integrated Diabetes Care Program on Cardiometabolic Risk Factors Among Patients With Type 2 Diabetes in the Asia-Pacific Region: The JADE Program Randomized Clinical Trial.JAMA network open · 2021Trial
- Waist Circumference, Relative Fat Mass Index, and BMI as Classifiers of Diabetes Status: A Comparative, Cross-sectional Analysis in 82 Low- and Middle-Income Countries.Diabetes care · 2026Article
140 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
38 authors at 20 institutions in 24 countries.
Funding
No grant is acknowledged in the PubMed record.
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.
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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.