Evidence map›Paper›PMID 35211689›Full record

ArticleThe lancet. Healthy longevity2021

The state of diabetes treatment coverage in 55 low-income and middle-income countries: a cross-sectional study of nationally representative, individual-level data in 680 102 adults.

David Flood, Jacqueline A Seiglie, Matthew Dunn, Scott Tschida, Michaela Theilmann, Maja E Marcus, Garry Brian, Bolormaa Norov, Mary T Mayige, Mongal Singh Gurung and 23 more

Open access · goldAbstract read
In one paragraph

Article in The lancet. Healthy longevity, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 155 papers, 9 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
155citing papers in PubMed, 9 pooled it
48.8field-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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

155 citing papers in PubMed, 9 syntheses or guidelines pooled it, 249 citations in OpenAlex.

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  4. Dried Blood Spots to Assess Cardiovascular-Kidney-Metabolic Health.Journal of the American Heart Association · 2025
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95 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors at 20 institutions in 17 countries.

David FloodDivision of Hospital Medicine, Department of Internal Medicine, National Clinician Scholars Program, University of Michigan, Ann Arbor, MI, USA; Center for Indigenous Health Research, Wuqu' Kawoq; Tecpán, Guatemala; Research Center for the Prevention of Chronic Diseases, Institute of Nutrition of Central America and Panama, Guatemala City, Guatemala.
Jacqueline A SeiglieDiabetes Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA.
Matthew DunnSchool of Public Health, University of Michigan, Ann Arbor, Michigan, USA.
Scott TschidaCenter for Indigenous Health Research, Wuqu' Kawoq; Tecpán, Guatemala.
Michaela TheilmannInstitute of Global Health, Heidelberg University, Heidelberg, Germany.
Maja E MarcusDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Göttingen, Germany.
Garry BrianThe Fred Hollows Foundation New Zealand, Auckland, New Zealand.
Bolormaa NorovNational Center for Public Health, Ulaanbaatar, Mongolia.
Mary T MayigeNational Institute for Medical Research, Dar es Salaam, Tanzania.
Mongal Singh GurungHealth Research and Epidemiology Unit, Ministry of Health, Bhutan.
Krishna K AryalMonitoring Evaluation and Operational Research Project, Abt Associates, Kathmandu, Nepal.
Demetre LabadariosFaculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa.
Maria DorobantuUniversity of Medicine and Pharmacy, Carol Davila, Bucharest, Romania.
Bahendeka K SilverSt. Francis Hospital, Nsambya, Kampala, Uganda.
Pascal BovetMinistry of Health, Victoria, Republic of Seychelles; University Center for Primary Care and Public Health, Lausanne, Switzerland.
Jutta M Adelin JorgensenDepartment of Public Health, University of Copenhagen, Copenhagen, Denmark.
David GuwatuddeDepartment of Epidemiology and Biostatistics, School of Public Health, Makerere University, Kampala, Uganda.
Corine HouehanouLaboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Benin.
Glennis Andall-BreretonCaribbean Public Health Agency, Port of Spain, Trinidad and Tobago.
Sarah Quesnel-CrooksNon-Communicable Disease Department, National Center for Disease Control and Public Health, Tbilisi, Georgia.
Lela SturuaNon-Communicable Disease Department, National Center for Disease Control and Public Health, Tbilisi, Georgia; Petre Shotadze Tbilisi Medical Academy, Tbilisi, Georgia.
Farshad FarzadfarNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Sahar Saeedi MoghaddamEndocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Rifat AtunDepartment of Global Health and Population, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA; Department of Global Health and Social Medicine, Harvard Medical School, Harvard University, Boston, MA, USA.
Sebastian VollmerDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Göttingen, Germany.
Till W BärnighausenInstitute of Global Health, Heidelberg University, Heidelberg, Germany; Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA; Africa Health Research Institute, Somkhele, South Africa.
Justine I DaviesMRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, University of Witwatersrand, Johannesburg, South Africa; Institute of Applied Health Research, University of Birmingham, Birmingham, UK; Centre for Global Surgery, Department of Global Health, Stellenbosch University, Cape Town.
Deborah J WexlerDiabetes Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA.
Pascal GeldsetzerInstitute of Global Health, Heidelberg University, Heidelberg, Germany; Division of Primary Care and Population Health, Department of Medicine, Stanford University, Stanford, CA, USA.
Peter RohloffCenter for Indigenous Health Research, Wuqu' Kawoq; Tecpán, Guatemala; Division of Global Health Equity, Brigham and Women's Hospital; Boston MA, USA.
Manuel Ramírez-ZeaResearch Center for the Prevention of Chronic Diseases, Institute of Nutrition of Central America and Panama, Guatemala City, Guatemala.
Michele HeislerDepartment of Internal Medicine, School of Medicine, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA; Veterans Affairs Ann Arbor Center for Clinical Management Research, Ann Arbor, MI, USA.
Jennifer Manne-GoehlerDivision of Infectious Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Heidelberg University · DEInstitute of Nutrition of Central America and Panama · GTMassachusetts General Hospital · USNational Center for Disease Control and Public Health · GETehran University of Medical Sciences · IRUniversity of Göttingen · DEUniversity of Michigan–Ann Arbor · USAbt Associates (Nepal) · NPAfrica Health Research Institute · ZABrigham and Women's Hospital · USCaribbean Public Health Agency · TTCarol Davila University of Medicine and Pharmacy · ROFred Hollows Foundation · AUHarvard Global Health Institute · USHarvard University · USMakerere University · UGMinistry of Health · SCNational Center for Communicable Diseases · MNNational Institute for Medical Research · TZNsambya Hospital · UG

Funding

TRAINING PROGRAM IN ENDOCRINOLOGY AND DIABETEST32DK007028 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI Karen K Miller · 1986 to 2026
$18.5M
Research BaseP30DK092926 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MARY ELLEN MICHELE HEISLER, ADESUWA B OLOMU · 2011 to 2026
$10.0M
Institutional Career Development Core (KL2)KL2TR003143 · NCATS · STANFORD UNIVERSITY · PI ASCH, STEVEN M. · 2019 to 2023
$8.7M
Institutional Career Development CoreKL2TR002542 · NCATS · HARVARD MEDICAL SCHOOL · PI BREDELLA, MIRIAM ANTOINETTE, RUTKOVE, SEWARD B. · 2018 to 2022
$8.7M
Preventing Weight Gain and Diabetes in People with HIV in South AfricaK23DK125162 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI MANNE-GOEHLER, JENNIFER · 2020 to 2024
$986k
NCATS NIH HHS KL2 TR002542NCATS NIH HHS KL2 TR003143NIDDK NIH HHS K23 DK125162NIDDK NIH HHS P30 DK092926NIDDK NIH HHS T32 DK007028
6 · The paper itself

Abstract

backgroundApproximately 80% of the 463 million adults worldwide with diabetes live in low- and middle-income countries (LMICs). A major obstacle to designing evidence-based policies to improve diabetes outcomes in LMICs is the limited nationally representative data on the current patterns of treatment coverage. The objectives of this study are (1) to estimate the proportion of adults with diabetes in LMICs who receive coverage of recommended pharmacological and non-pharmacological diabetes treatment and (2) to describe country-level and individual-level characteristics that are associated with treatment.

methodsWe conducted a cross-sectional analysis of pooled, individual data from 55 nationally representative surveys in LMICs. Our primary outcome of self-reported diabetes treatment coverage was based upon population-level monitoring indicators recommended in the 2020 World Health Organization Package of Essential Noncommunicable Disease Interventions. We assessed coverage of three pharmacological and three non-pharmacological treatments among people with diabetes. At the country level, we estimated the proportion of individuals reporting coverage by per-capita gross national income and geographic region. At the individual level, we used logistic regression models to assess coverage along several key individual characteristics including sex, age, BMI, wealth quintile, and educational attainment. In the primary analysis, we scaled sample weights such that countries were weighted equally.

findingsThe final pooled sample from the 55 LMICs included 680,102 total individuals and 37,094 individuals with diabetes. Using equal weights for each country, diabetes prevalence was 9.0% (95% confidence interval [CI], 8.7-9.4), with 43.9% (95% CI, 41.9-45.9) reporting a prior diabetes diagnosis. Overall, 4.6% (95% CI, 3.9-5.4) of individuals with diabetes self-reported meeting need for all treatments recommended for them. Coverage of glucose-lowering medication was 50.5% (95% CI, 48.6-52.5); antihypertensive medication, 41.3% (95% CI, 39.3-43.3); cholesterol-lowering medication, 6.3% (95% CI, 5.5-7.2); diet counseling, 32.2% (95% CI, 30.7-33.7); exercise counseling, 28.2% (95% CI, 26.6-29.8); and weight-loss counseling, 31.5% (95% CI, 29.3-33.7). Countries at higher income levels tended to have greater coverage. Female sex and higher age, BMI, educational attainment, and household wealth were also associated with greater coverage.

interpretationFewer than one in ten people with diabetes in LMICs receive coverage of guideline-based comprehensive diabetes treatment. Scaling-up the capacity of health systems to deliver treatment not only to lower glucose but also to address cardiovascular disease risk factors such as hypertension and high cholesterol are urgent global diabetes priorities.

Indexed as

Developing CountriesDiabetes MellitusAdultCholesterolCross-Sectional StudiesFemaleGlucoseHumansCholesterolGlucose

Identifiers

PMID35211689
PMCPMC8865379
OpenAlexW3165161730

What OpenQuestion holds

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Registered trials

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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.