Evidence map›Paper›PMID 42623543›Full record

ArticleDiabetes care2026

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.

Jacqueline A Seiglie, Till Seuring, Felix Teufel, Maja E Marcus, Michaela Theilmann, Pascal Geldsetzer, Kokou Agoudavi, Glennis Andall-Brereton, Krishna K Aryal, Brice Wilfried Bicaba and 38 more

Abstract read
In one paragraph

Article in Diabetes care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

48 authors.

Jacqueline A SeiglieDiabetes Unit, Massachusetts General Hospital, Boston, MA.
Till SeuringLuxembourg Institute of Socio-Economic Research (LISER), Porte des Sciences, Maison des Sciences Humaines, Esch-sur-Alzette, Luxembourg.
Felix TeufelHubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA.
Maja E MarcusBrigham and Woman's Hospital, Harvard Medical School, Boston, MA.
Michaela TheilmannBrigham and Woman's Hospital, Harvard Medical School, Boston, MA.
Pascal GeldsetzerDivision of Primary Care and Population Health, Department of Medicine, Stanford University, Stanford, CA.
Kokou AgoudaviTogo Ministry of Health, Lome, Togo.
Glennis Andall-BreretonIndependent consultant, Port of Spain, Trinidad and Tobago.
Krishna K AryalDepartment for International Development/Nepal Health Sector Programme 3/Monitoring Evaluation and Operational Research, Abt Associates, Kathmandu, Nepal.
Brice Wilfried BicabaInstitut Africain de Santé Publique, Ouagadougou, Burkina Faso.
Pascal BovetMinistry of Health, Victoria, Seychelles.
Luisa Campos Caldeira BrantFaculty of Medicine, Universidade Federal de Minas Gerais, Minas Gerais, Brazil.
Garry BrianThe Fred Hollows Foundation New Zealand, Auckland, New Zealand.
Albertino DamascenoFaculty of Medicine, Eduardo Mondlane University, Maputo, Mozambique.
Maria DorobantuDepartment of Cardiology, Emergency Hospital of Bucharest, Bucharest, Romania.
Farshad FarzadfarNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Gladwell GathechaDivision of Non-Communicable Diseases, Ministry of Health, Nairobi, Kenya.
Ali GolestaniNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Mongal Singh GurungHealth Research and Epidemiology Unit, Ministry of Health, Thimphu, Bhutan.
Mahsa Heidari-ForoozanNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Corine HouehanouNational School of Public Health (ENATSE), University of Parakou; Parakou, Benin.
Dismand HouinatoNational School of Public Health (ENATSE), University of Parakou; Parakou, Benin.
Nahla HwallaFaculty of Agricultural and Food Sciences, American University of Beirut, Beirut, Lebanon.
Jutta JorgensenInstitute of Global Health, Department of Public Health and Epidemiology, Copenhagen University, Denmark.
Kibachio J MwangiHealth Research and Epidemiology Unit, Ministry of Health, Thimphu, Bhutan.
Gibson B KagarukiNational Institute for Medical Research, Dar es Salaam, Tanzania.
Khem B KarkiDepartment of Community Medicine and Public Health, Institute of Medicine, Tribhuvan University, Kathmandu, Nepal.
Nuno LunetDepartment of Public and Forensic Health Sciences and Medical Education, Faculty of Medicine, University of Porto, Porto, Portugal.
Deborah C MaltaSchool of Nursing, Federal University of Minas Gerais, Minas Gerais, Brazil.
Joao S MartinsFaculty of Medicine and Health Sciences, Universidade Nacional Timor Lorosa'e, Dili, Timor-Leste.
Mohammed MsaidieMinistry of Health, Solidarity, Social Cohesion and Gender, Government of Comoros, Moroni, Comoros.
Omar MwalimMinistry of Health, Zanzibar City, Tanzania.
Bolormaa NorovNational Center for Public Health, Ulaanbaatar, Mongolia.
Sarah Quesnel-CrooksCaribbean Public Health Agency, Port of Spain, Trinidad and Tobago.
Sahar Saeedi MoghaddamKiel Institute for the World Economy, Kiel, Germany.
Abla SibaiEpidemiology and Population Health Department, Faculty of Health Sciences American University of Beirut, Beirut, Lebanon.
Lela SturuaNon-Communicable Disease Department, National Center for Disease Control and Public Health, Tbilisi, Georgia.
Lindiwe TsabedzeMinistry of Health, Mbabane, Eswatini.
Chea Stanford WessehMinistry of Health, Monrovia, Liberia.
Roy Wong McClureOffice of Epidemiology and Surveillance, Costa Rican Social Security Fund, San José, Costa Rica.
Sang Gune YooDepartment of Cardiology, The University of Texas MD Anderson, Houston, TX.
Rifat AtunDepartment of Global Health and Population, Harvard T. H. Chan School of Public Health, Boston, MA.
Justine I DaviesInstitute of Applied Health Research, University of Birmingham, Birmingham, U.K.
Sebastian VollmerDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Göttingen, Germany.
Till W BärnighausenHarvard Center for Population and Development Studies, Cambridge, MA.
David FloodUniversity of Michigan, Ann Arbor, MI.
Orison O WoolcottInstitute for Globally Distributed Open Research and Education, Los Angeles, CA.
Jennifer Manne-GoehlerBrigham and Woman's Hospital, Harvard Medical School, Boston, MA.

Funding

Preventing Weight Gain and Diabetes in People with HIV in South AfricaK23DK125162 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI MANNE-GOEHLER, JENNIFER · 2020 to 2024
$986k
REACH-Es: Adapting a digital health tool to improve diabetes medication adherence among Latino adultsK23DK135798 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI Jacqueline Anne Seiglie · 2023 to 2026
$784k
Harvard T.H. Chan School of Public Health McLennan FundMassachusetts General Hospital Executive Committee on Research Martin Research PrizeNational Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) K23DK135798NIDDK NIH HHS K23 DK125162NIDDK NIH HHS K23 DK135798
6 · The paper itself

Abstract

objectiveWaist circumference-based measures can improve diabetes risk assessment beyond BMI. Yet, evidence to guide their integration into screening guidelines in low- and middle-income countries (LMICs) is limited, particularly to assess risk among individuals at intermediate BMI ranges. We evaluated the associations of waist circumference (WC), relative fat mass (RFM), and BMI with diabetes across 82 LMICs. RESEARCH DESIGN AND

methodsIndividual-level data were analyzed from nationally representative surveys across 82 LMICs, comprising 598,883 adults aged ≥25 years with a BMI of 18.5-29.9 kg/m2. Associations of anthropometric measures with diabetes were estimated as risk ratios using Poisson regression and area under the curve (AUC), stratified by sex and geographic region.

resultsPooled diabetes prevalence was 9.1% (95% CI 8.51-9.68). Overall, risk of diabetes was greatest for WC and RFM at the highest quintile, compared with BMI. The AUC for WC and RFM as a classifier of diabetes status was higher than the AUC for BMI in men (AUC: WC 0.69, RFM 0.69, BMI 0.64) and women (AUC: WC 0.69, RFM 0.69, BMI 0.63). Generally, the AUC for RFM was higher than the AUC for BMI and either higher than or equal to WC across regions and sex.

conclusionsWC and RFM outperformed BMI as classifiers of diabetes status among adults with a BMI of 18.5-29.9 kg/m2 across 82 LMICs. Inclusion of WC-based measures in diabetes screening guidelines could improve timely diabetes detection and resource allocation in LMICs among individuals at intermediate BMI ranges.

Indexed as

Body Mass IndexDiabetes MellitusWaist CircumferenceAdultAgedCross-Sectional StudiesDeveloping CountriesFemaleHumansMaleMiddle Aged

Identifiers

PMID42623543
PMCPMC13493341

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