Evidence map›Paper›PMID 33661979›Full record

ArticlePLoS medicine2021

Cardiovascular disease risk profile and management practices in 45 low-income and middle-income countries: A cross-sectional study of nationally representative individual-level survey data.

David Peiris, Arpita Ghosh, Jennifer Manne-Goehler, Lindsay M Jaacks, Michaela Theilmann, Maja E Marcus, Zhaxybay Zhumadilov, Lindiwe Tsabedze, Adil Supiyev, Bahendeka K Silver and 21 more

Open access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
36citing papers in PubMed, 2 pooled it
8.7field-weighted citation impact, top 2% 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

36 citing papers in PubMed, 2 syntheses or guidelines pooled it, 57 citations in OpenAlex.

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  4. Global under- and overprescribing of drugs-a scoping review.Naunyn-Schmiedeberg's archives of pharmacology · 2026
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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

31 authors at 20 institutions in 20 countries.

David PeirisThe George Institute for Global Health, UNSW Sydney, Sydney, New South Wales, Australia.ORCID 0000-0002-6898-3870
Arpita GhoshThe George Institute for Global Health, UNSW Sydney, New Delhi, India.ORCID 0000-0003-0036-4376
Jennifer Manne-GoehlerHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID 0000-0001-9295-0035
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
Michaela TheilmannHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID 0000-0003-3413-232X
Maja E MarcusDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Goettingen, Germany.ORCID 0000-0003-4904-2087
Zhaxybay ZhumadilovNazarbayev University School of Medicine, Nur-Sultan, Kazakhstan.
Lindiwe TsabedzeEswatini Ministry of Health, Mbabane, Eswatini.
Adil SupiyevLaboratory of Epidemiology and Public Health, Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Astana, Kazakhstan.ORCID 0000-0001-7532-4665
Bahendeka K SilverSt. Francis Hospital Nsambya, Kampala, Uganda.ORCID 0000-0001-8080-7872
Abla M SibaiDepartment of Epidemiology & Population Health, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon.ORCID 0000-0002-1851-5606
Bolormaa NorovNational Center for Public Health, Ulaanbaatar, Mongolia.ORCID 0000-0001-8074-9393
Mary T MayigeNational Institute for Medical Research, Dar es Salaam, Tanzania.ORCID 0000-0003-4861-7870
Joao S MartinsFaculty of Medicine and Health Sciences, Universidade Nacional Timor Lorosa'e, Dili, Timor-Leste.
Nuno LunetDepartamento de Ciências da Saúde Pública e Forenses e Educação Médica, Faculdade de Medicina da Universidade do Porto, Porto, Portugal.ORCID 0000-0003-1870-1430
Demetre LabadariosFaculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa.
Jutta M A JorgensenDepartment of Public Health, University of Copenhagen, Copenhagen, Denmark.ORCID 0000-0002-1075-3036
Corine HouehanouLaboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin.
David GuwatuddeDepartment of Epidemiology and Biostatistics, School of Public Health, Makerere University, Kampala, Uganda.ORCID 0000-0003-3563-0224
Mongal S GurungHealth Research and Epidemiology Unit, Ministry of Health, Thimphu, Bhutan.ORCID 0000-0001-6481-6242
Albertino DamascenoFaculty of Medicine, Eduardo Mondlane University, Maputo, Mozambique.
Krishna K AryalMonitoring Evaluation and Operational Research Project, Abt Associates, Kathmandu, Nepal.ORCID 0000-0003-0801-0775
Glennis Andall-BreretonNon-Communicable Diseases, Caribbean Public Health Agency, Port of Spain, Trinidad and Tobago.ORCID 0000-0002-4232-1625
Kokou AgoudaviTogo Ministry of Health, Lomé, Togo.
Briar McKenzieThe George Institute for Global Health, UNSW Sydney, Sydney, New South Wales, Australia.ORCID 0000-0001-6972-6617
Jacqui WebsterThe George Institute for Global Health, UNSW Sydney, Sydney, New South Wales, Australia.
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 BärnighausenHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID 0000-0002-4182-4212
Sebastian VollmerDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Goettingen, Germany.ORCID 0000-0002-7863-0462
Justine I DaviesInstitute of Applied Health Research, University of Birmingham, Birmingham, United Kingdom.ORCID 0000-0001-6834-1838
Pascal GeldsetzerHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID 0000-0002-8878-5505
Heidelberg University · DEUNSW Sydney · AUHarvard Global Health Institute · USNazarbayev University · KZUniversity of Göttingen · DEAbt Associates (Nepal) · NPAmerican University of Beirut · LBCaribbean Public Health Agency · TTEduardo Mondlane University · MZMakerere University · UGManipal Academy of Higher Education · INMinistry of Health · SZNational Center for Communicable Diseases · MNNational Institute for Medical Research · TZNsambya Hospital · UGStellenbosch University · ZATogolese Ministry of Health · TGUniversidade da Paz · TLUniversidade do Porto · PTUniversité d'Abomey-Calavi · BJ

Funding

PROGRAM FOR AIDS CLINICAL RESEARCH TRAINING (PACRT)T32AI007433 · NIAID · MASSACHUSETTS GENERAL HOSPITAL · PI MARK J SIEDNER · 1992 to 2026
$11.4M
Institutional Career Development Core (KL2)KL2TR003143 · NCATS · STANFORD UNIVERSITY · PI ASCH, STEVEN M. · 2019 to 2023
$8.7M
NCATS NIH HHS KL2 TR003143NIAID NIH HHS T32 AI007433
6 · The paper itself

Abstract

backgroundGlobal cardiovascular disease (CVD) burden is high and rising, especially in low-income and middle-income countries (LMICs). Focussing on 45 LMICs, we aimed to determine (1) the adult population's median 10-year predicted CVD risk, including its variation within countries by socio-demographic characteristics, and (2) the prevalence of self-reported blood pressure (BP) medication use among those with and without an indication for such medication as per World Health Organization (WHO) guidelines. METHODS AND

findingsWe conducted a cross-sectional analysis of nationally representative household surveys from 45 LMICs carried out between 2005 and 2017, with 32 surveys being WHO Stepwise Approach to Surveillance (STEPS) surveys. Country-specific median 10-year CVD risk was calculated using the 2019 WHO CVD Risk Chart Working Group non-laboratory-based equations. BP medication indications were based on the WHO Package of Essential Noncommunicable Disease Interventions guidelines. Regression models examined associations between CVD risk, BP medication use, and socio-demographic characteristics. Our complete case analysis included 600,484 adults from 45 countries. Median 10-year CVD risk (interquartile range [IQR]) for males and females was 2.7% (2.3%-4.2%) and 1.6% (1.3%-2.1%), respectively, with estimates indicating the lowest risk in sub-Saharan Africa and highest in Europe and the Eastern Mediterranean. Higher educational attainment and current employment were associated with lower CVD risk in most countries. Of those indicated for BP medication, the median (IQR) percentage taking medication was 24.2% (15.4%-37.2%) for males and 41.6% (23.9%-53.8%) for females. Conversely, a median (IQR) 47.1% (36.1%-58.6%) of all people taking a BP medication were not indicated for such based on CVD risk status. There was no association between BP medication use and socio-demographic characteristics in most of the 45 study countries. Study limitations include variation in country survey methods, most notably the sample age range and year of data collection, insufficient data to use the laboratory-based CVD risk equations, and an inability to determine past history of a CVD diagnosis.

conclusionsThis study found underuse of guideline-indicated BP medication in people with elevated CVD risk and overuse by people with lower CVD risk. Country-specific targeted policies are needed to help improve the identification and management of those at highest CVD risk.

Indexed as

AdultAgedAntihypertensive AgentsCardiovascular DiseasesCross-Sectional StudiesDeveloping CountriesFemaleHumansMaleMiddle AgedPovertyRiskRisk AssessmentSelf ReportAntihypertensive Agents

Identifiers

PMID33661979
PMCPMC7932723
OpenAlexW3135617473

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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.