Evidence map›Paper›PMID 35180420›Full record

ArticleThe Lancet. Global health2022

Use of statins for the prevention of cardiovascular disease in 41 low-income and middle-income countries: a cross-sectional study of nationally representative, individual-level data.

Maja E Marcus, Jennifer Manne-Goehler, Michaela Theilmann, Farshad Farzadfar, Sahar Saeedi Moghaddam, Mohammad Keykhaei, Amirali Hajebi, Scott Tschida, Julia M Lemp, Krishna K Aryal and 14 more

Open access · goldAbstract read
In one paragraph

Article in The Lancet. Global health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 61 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
61citing papers in PubMed, 3 pooled it
18.1field-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

61 citing papers in PubMed, 3 syntheses or guidelines pooled it, 91 citations in OpenAlex.

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  11. Epicardial adipose tissue in coronary microvascular disease.American heart journal plus : cardiology research and practice · 2026
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1 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

24 authors at 6 institutions in 5 countries.

Maja E MarcusDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Göttingen, Germany.
Jennifer Manne-GoehlerDivision of Infectious Diseases, Harvard Medical School, Boston, MA, USA; Medical Practice Evaluation Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
Michaela TheilmannHeidelberg Institute of Global Health, Heidelberg University and University Hospital, Heidelberg, Germany.
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.
Mohammad KeykhaeiNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Amirali HajebiNon-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
Scott TschidaCenter for Indigenous Health Research, Wuqu' Kawoq, Tecpán, Guatemala.
Julia M LempHeidelberg Institute of Global Health, Heidelberg University and University Hospital, Heidelberg, Germany.
Krishna K AryalPublic Health Promotion and Development Organization, Kathmandu, Nepal.
Matthew DunnSchool of Public Health, University of Michigan, Ann Arbor, MI, USA.
Corine HouehanouLaboratory of Epidemiology of Chronic and Neurological Diseases, Faculty of Health Sciences, University of Abomey-Calavi, Cotonou, Benin.
Silver BahendekaDepartment of Internal Medicine, MKPGMS Uganda Martyrs University, Kampala, Uganda; Saint Francis Hospital Nsambya, Kampala, Uganda.
Peter RohloffDivision of Global Health Equity, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA; Center for Indigenous Health Research, Wuqu' Kawoq, Tecpán, Guatemala.
Rifat AtunDepartment of Global Health and Social Medicine, Harvard Medical School, Boston, MA, USA; Department of Global Health and Population, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA.
Till W BärnighausenDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA; Heidelberg Institute of Global Health, Heidelberg University and University Hospital, Heidelberg, Germany; Africa Health Research Institute, Somkhele, South Africa.
Pascal GeldsetzerHeidelberg Institute of Global Health, Heidelberg University and University Hospital, Heidelberg, Germany; Division of Primary Care and Population Health, Stanford University, Stanford, CA, USA.
Manuel Ramirez-ZeaINCAP Research Center for the Prevention of Chronic Diseases, Institute of Nutrition of Central America and Panama, Guatemala City, Guatemala.
Vineet ChopraDivision of Hospital Medicine, Department of Medicine, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management Research, Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, MI, USA.
Michele HeislerDepartment of Internal Medicine, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management Research, Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, MI, USA.
Justine I DaviesInstitute for Applied Health Research, University of Birmingham, Birmingham, UK; Centre for Global Surgery, Department of Global Health, Stellenbosch University, Cape Town, South Africa; Medical Research Council/Wits University Rural Public Health and Health Transitions Research Unit, Faculty of Health Sciences, School of Public Health, University of the Witwatersrand, Johannesburg, South Africa.
Mark D HuffmanDepartment of Medicine and Global Health Center, Washington University in St Louis, St Louis, MO, USA; Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA; The George Institute for Global Health, University of New South Wales, Sydney, NSW, Australia.
Sebastian VollmerDepartment of Economics and Centre for Modern Indian Studies, University of Goettingen, Göttingen, Germany. Electronic address: svollmer@uni-goettingen.de.
David FloodCenter for Indigenous Health Research, Wuqu' Kawoq, Tecpán, Guatemala; Division of Hospital Medicine, Department of Medicine, University of Michigan, Ann Arbor, MI, USA; INCAP Research Center for the Prevention of Chronic Diseases, Institute of Nutrition of Central America and Panama, Guatemala City, Guatemala. Electronic address: dcflood@umich.edu.
Tehran University of Medical Sciences · IRUniversity Hospital Heidelberg · DEInstitute of Nutrition of Central America and Panama · GTUniversité d'Abomey-Calavi · BJUniversity of Göttingen · DEUniversity of Michigan–Ann Arbor · US

Funding

Regional Pilot And Feasibility Study Grants ProgramP30DK020572 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mehboob A Hussain · 2013 to 2026
$24.3M
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
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 TR003143NIDDK NIH HHS K23 DK125162NIDDK NIH HHS P30 DK020572NIDDK NIH HHS P30 DK092926
6 · The paper itself

Abstract

backgroundIn the prevention of cardiovascular disease, a WHO target is that at least 50% of eligible people use statins. Robust evidence is needed to monitor progress towards this target in low-income and middle-income countries (LMICs), where most cardiovascular disease deaths occur. The objectives of this study were to benchmark statin use in LMICs and to investigate country-level and individual-level characteristics associated with statin use.

methodsWe did a cross-sectional analysis of pooled, individual-level data from nationally representative health surveys done in 41 LMICs between 2013 and 2019. Our sample consisted of non-pregnant adults aged 40-69 years. We prioritised WHO Stepwise Approach to Surveillance (STEPS) surveys because these are WHO's recommended method for population monitoring of non-communicable disease targets. For countries in which no STEPS survey was available, a systematic search was done to identify other surveys. We included surveys that were done in an LMIC as classified by the World Bank in the survey year; were done in 2013 or later; were nationally representative; had individual-level data available; and asked questions on statin use and previous history of cardiovascular disease. Primary outcomes were the proportion of eligible individuals self-reporting use of statins for the primary and secondary prevention of cardiovascular disease. Eligibility for statin therapy for primary prevention was defined among individuals with a history of diagnosed diabetes or a 10-year cardiovascular disease risk of at least 20%. Eligibility for statin therapy for secondary prevention was defined among individuals with a history of self-reported cardiovascular disease. At the country level, we estimated statin use by per-capita health spending, per-capita income, burden of cardiovascular diseases, and commitment to non-communicable disease policy. At the individual level, we used modified Poisson regression models to assess statin use alongside individual-level characteristics of age, sex, education, and rural versus urban residence. Countries were weighted in proportion to their population size in pooled analyses.

findingsThe final pooled sample included 116 449 non-pregnant individuals. 9229 individuals reported a previous history of cardiovascular disease (7·9% [95% CI 7·4-8·3] of the population-weighted sample). Among those without a previous history of cardiovascular disease, 8453 were eligible for a statin for primary prevention of cardiovascular disease (9·7% [95% CI 9·3-10·1] of the population-weighted sample). For primary prevention of cardiovascular disease, statin use was 8·0% (95% CI 6·9-9·3) and for secondary prevention statin use was 21·9% (20·0-24·0). The WHO target that at least 50% of eligible individuals receive statin therapy to prevent cardiovascular disease was achieved by no region or income group. Statin use was less common in countries with lower health spending. At the individual level, there was generally higher statin use among women (primary prevention only, risk ratio [RR] 1·83 [95% CI 1·22-2·76), and individuals who were older (primary prevention, 60-69 years, RR 1·86 [1·04-3·33]; secondary prevention, 50-59 years RR 1·71 [1·35-2·18]; and 60-69 years RR 2·09 [1·65-2·65]), more educated (primary prevention, RR 1·61 [1·09-2·37]; secondary prevention, RR 1·28 [0·97-1·69]), and lived in urban areas (secondary prevention only, RR 0·82 [0·66-1·00]).

interpretationIn a diverse sample of LMICs, statins are used by about one in ten eligible people for the primary prevention of cardiovascular diseases and one in five eligible people for secondary prevention. There is an urgent need to scale up statin use in LMICs to achieve WHO targets. Policies and programmes that facilitate implementation of statins into primary health systems in these settings should be investigated for the future.

fundingNational Clinician Scholars Program at the University of Michigan Institute for Healthcare Policy and Innovation, and National Institute of Diabetes and Digestive and Kidney Diseases. TRANSLATION: For the Spanish translation of the abstract see Supplementary Materials section.

Indexed as

AdultAgedCardiovascular DiseasesCross-Sectional StudiesDeveloping CountriesFemaleGlobal HealthHealth SurveysHumansHydroxymethylglutaryl-CoA Reductase InhibitorsMaleMiddle AgedHydroxymethylglutaryl-CoA Reductase Inhibitors

Identifiers

PMID35180420
PMCPMC8896912
OpenAlexW4213270089

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Texttitle and abstract
LicenceCC BY-NC-ND
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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.