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.
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.
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Who cites it
36 citing papers in PubMed, 2 syntheses or guidelines pooled it, 57 citations in OpenAlex.
- Evolving Research Focus on Diet and Cardiovascular Disease: A Systematic Review of 298 Cohort Studies Published from 2019 to 2024.Nutrients · 2025Pooled it
- Artificial intelligence in the risk prediction models of cardiovascular disease and development of an independent validation screening tool: a systematic review.BMC medicine · 2024Pooled it
- Effect of a one-time financial incentive on linkage to chronic hypertension care in Kenya and Uganda: A randomized controlled trial.PloS one · 2022Trial
- Global under- and overprescribing of drugs-a scoping review.Naunyn-Schmiedeberg's archives of pharmacology · 2026Review
- Article
- Using implementation science for WHO noncommunicable disease technical packages in low-and middle-income countries: a scoping review.Frontiers in health services · 2026Review
- Rethinking global statin guidelines for older adults in resource-diverse settings.Journal of global health · 2025Article
- Prevalence and clustering trends association of modifiable cardiovascular disease risk factors and ASCVD risk change in ethnic areas of the Southwest China plateau: progressively increasing sex disparity.BMC cardiovascular disorders · 2025Article
- A Review on the Double Burden of Diabetes and Myocardial Infarction: Healthcare Challenges and Future Prospects in Low and Middle-Income Countries.Health science reports · 2025Article
- Article
- Association Between Socio-Economic Status (SES) and the Traditional Risk Factors of Cardiovascular Diseases (CVD): A Cross-Sectional MASHAD Cohort Study Results.Health science reports · 2025Article
- Associations between education and ideal cardiovascular health metrics across 36 low- and middle-income countries.BMC medicine · 2025Article
- Risk Factors of CVD in Different Ethnic Groups in Kyrgyzstan.Public health challenges · 2025Article
- Leveraging AI-enhanced digital health with consumer devices for scalable cardiovascular screening, prediction, and monitoring.NPJ cardiovascular health · 2025Review
- Spatiotemporal trends of Type 2 diabetes due to low physical activity from 1990 to 2019 and forecasted prevalence in 2050: A Global Burden of Disease Study 2019.The journal of nutrition, health & aging · 2024Article
- A Survey of Practice and Factors Affecting Physiotherapist-Led Health Promotion for People at Risk or with Cardiovascular Disease in Cameroon.Clinics and practice · 2024Article
- Article
- Hypertension care cascades and reducing inequities in cardiovascular disease in low- and middle-income countries.Nature medicine · 2024Article
- A Comprehensive Review on Potential In Silico Screened Herbal Bioactive Compounds and Host Targets in the Cardiovascular Disease Therapy.BioMed research international · 2024Review
- The Prevalence and Epidemiological Features of Ischaemic Heart Disease in Sri Lanka.Global heart · 2024Article
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Authors and funding
31 authors at 20 institutions in 20 countries.
Funding
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.
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