ArticleBMC public health2018
Subclinical atherosclerosis, cardiovascular health, and disease risk: is there a case for the Cardiovascular Health Index in the primary prevention population?
Article in BMC public health, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 3 of them syntheses that pooled it.
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Who cites it
34 citing papers in PubMed, 3 syntheses or guidelines pooled it, 52 citations in OpenAlex.
- Cardiovascular Health, 2010 to 2020: A Systematic Review of a Decade of Research on Life's Simple 7.Journal of the American Heart Association · 2025Pooled it
- Association between Alcohol Intake and Arterial Stiffness in Healthy Adults: A Systematic Review.Nutrients · 2022Pooled it
- Poor cardiovascular health is associated with subclinical atherosclerosis in apparently healthy sub-Saharan African populations: an H3Africa AWI-Gen study.BMC medicine · 2021Pooled it
- Machine learning integrated clinical-proteomics data identifies a 6-protein panel signature for atherosclerotic severity and enhanced patient stratification.Molecular biomedicine · 2026Article
- Association between gallstones and subclinical coronary atherosclerosis: An observational study with propensity score matching.PloS one · 2026Observational
- Development of a Panvascular Health Promotion and Risk Stratification Tool for Community Screening: Grounded in Four-Level Disease Prevention Theory.Journal of multidisciplinary healthcare · 2026Article
- Interpretable machine learning leverages proteomics to improve cardiovascular disease risk prediction and biomarker identification.Communications medicine · 2025Article
- Article
- The role of mitochondria-related genes and immune infiltration in carotid atherosclerosis: identification of hub targets through bioinformatics and machine learning approaches.Frontiers in genetics · 2025Article
- Saudi Heart Association Position Statement on Early Detection of Subclinical Atherosclerosis in Clinical Practice.Journal of the Saudi Heart Association · 2025Article
- Discrimination, religious affiliation, and arterial stiffness in African American women and men.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2024Article
- Investigating the relationship between early cardiovascular disease markers and loneliness in young adults.Scientific reports · 2024Article
- Role ofBiomedicines · 2024Review
- Predicting the risk of subclinical atherosclerosis based on interpretable machine models in a Chinese T2DM population.Frontiers in endocrinology · 2024Article
- Development of a comprehensive risk prediction model for arterial stiffness assessment in individuals with obesity.Frontiers in medicine · 2024Article
- Deep Diving Into the Cardiovascular Health Paradox: A Journey Towards Personalized Prevention.Public health reviews · 2024Review
- Effect of endodontic treatment on endothelial dysfunction and subclinical atherosclerosis-a prospective intervention study.Clinical oral investigations · 2023Article
- Reference distributions of aortic calcification and association with Framingham risk score.Scientific reports · 2023Article
- The Role of Cytokines in Cholesterol Accumulation in Cells and Atherosclerosis Progression.International journal of molecular sciences · 2023Review
- Female-specific risk factors of parity and menopause age and risk of carotid plaque: the multi-ethnic study of atherosclerosis.American journal of cardiovascular disease · 2023Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCurrent primary prevention guidelines for cardiovascular disease (CVD) prioritize risk identification, risk stratification using clinical and risk scores, and risk reduction with lifestyle interventions and pharmacotherapy. Subclinical atherosclerosis is an early indicator of atherosclerotic burden and its timely recognition can slow or prevent progression to CVD. Thus, individuals with subclinical atherosclerosis are a priority for primary prevention. This study takes a practical approach to answering a challenge commonly faced by primary care practitioners: in patients with no known CVD, how can individuals likely to have subclinical atherosclerosis be easily identified using existing clinical data and/or information provided by the patient?
methodsUsing NHANES (1999-2004), 6091 men and women aged ≥40 years without any CVD comprised the primary prevention population for this study. Subclinical atherosclerosis was determined via ankle-brachial index (ABI) using established cutoffs (subclinical atherosclerosis defined as ABI (0.91-0.99); normal defined as ABI (1.00-1.30)). Three common scores were calculated: the Framingham Risk Score (FRS), the Metabolic Syndrome (MetS), and the Cardiovascular Health Index (CVHI). Logistic regression analysis assessed the association between these scores and subclinical atherosclerosis. The sensitively and specificity of these scores in identifying subclinical atherosclerosis was determined.
resultsIn eligible participants, 3.8% had subclinical atherosclerosis. Optimum and average CVHI was associated with decreased odds for subclinical atherosclerosis. High, but not intermediate-risk, FRS was associated with increased odds for subclinical atherosclerosis. MetS was not associated with subclinical atherosclerosis. Of the 3 scores, CVHI was the most sensitive in identifying subclinical atherosclerosis and had the lowest number of missed cases. The FRS was the most specific but least sensitive of the 3 scores, and had almost 10-fold more missed cases vs. the CVHI. The MetS had "middle" sensitivity and specificity, and 10-fold more missed cases vs. the CVHI.
conclusionsResults from this study suggest that routine administration of the CVHI in a primary prevention population would yield the benefits of identifying patients with existing subclinical CVD not identified through traditional CVD risk factors or scores, and bring physical activity and nutrition to the forefront of provider-patient discussions about lifestyle factors critical to maintaining and prolonging cardiovascular health.
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