Comparison of novel risk markers for improvement in cardiovascular risk assessment in intermediate-risk individuals
Related Experiment Video
Updated: Apr 13, 2026

Screening Assays to Characterize Novel Endothelial Regulators Involved in the Inflammatory Response
Published on: September 15, 2017
Joseph Yeboah1, Robyn L McClelland, Tamar S Polonsky
1Department of Internal Medicine/Cardiology, Wake Forest University School of Medicine, Winston-Salem, North Carolina 27157, USA. jyeboah@wakehealth.edu
Insights
Coronary artery calcium (CAC) best predicts coronary heart disease (CHD) risk in intermediate-risk individuals. CAC significantly improved risk prediction compared to other markers like ankle-brachial index and C-reactive protein.
Area of Science:
- Cardiovascular disease research
- Biomarker analysis
- Risk stratification
Background:
- Established risk markers for coronary heart disease (CHD) exist, but direct comparisons for improving the Framingham Risk Score (FRS) are lacking.
- Intermediate-risk individuals (FRS 5%-20%) require refined risk prediction models.
Purpose of the Study:
- To compare the predictive performance of six risk markers for incident CHD and cardiovascular disease (CVD).
- To evaluate the incremental value of these markers when added to the FRS in intermediate-risk participants.
Main Methods:
- The Multi-Ethnic Study of Atherosclerosis (MESA) cohort included 1330 intermediate-risk participants without diabetes.
- Six risk markers were assessed: coronary artery calcium (CAC), carotid intima-media thickness (CIMT), ankle-brachial index (ABI), brachial flow-mediated dilation (FMD), high-sensitivity C-reactive protein (hs-CRP), and family history of CHD.
- Cox proportional hazard models, AUC, and net reclassification improvement (NRI) were used for analysis.
Main Results:
- CAC, ABI, hs-CRP, and family history were independently associated with incident CHD.
- CAC demonstrated the highest improvement in AUC (0.784 vs. 0.623) and the greatest NRI (0.659) for CHD prediction.
- CIMT and FMD did not show significant associations with incident CHD in multivariable analyses.
Conclusions:
- CAC, ABI, hs-CRP, and family history are independent predictors of CHD/CVD in intermediate-risk populations.
- Coronary artery calcium offers superior discrimination and risk reclassification compared to other evaluated risk markers.
Context:
Risk markers including coronary artery calcium, carotid intima-media thickness, ankle-brachial index, brachial flow-mediated dilation, high-sensitivity C-reactive protein (CRP), and family history of coronary heart disease (CHD) have been reported to improve on the Framingham Risk Score (FRS) for prediction of CHD, but there are no direct comparisons of these markers for risk prediction in a single cohort.
Objective:
We compared improvement in prediction of incident CHD/cardiovascular disease (CVD) of these 6 risk markers within intermediate-risk participants (FRS >5%-<20%) in the Multi-Ethnic Study of Atherosclerosis (MESA).
Design, Setting, And Participants:
Of 6814 MESA participants from 6 US field centers, 1330 were intermediate risk, without diabetes mellitus, and had complete data on all 6 markers. Recruitment spanned July 2000 to September 2002, with follow-up through May 2011. Probability-weighted Cox proportional hazard models were used to estimate hazard ratios (HRs). Area under the receiver operator characteristic curve (AUC) and net reclassification improvement were used to compare incremental contributions of each marker when added to the FRS, plus race/ethnicity.
Main Outcome Measures:
Incident CHD defined as myocardial infarction, angina followed by revascularization, resuscitated cardiac arrest, or CHD death. Incident CVD additionally included stroke or CVD death.
Results:
After 7.6-year median follow-up (IQR, 7.3-7.8), 94 CHD and 123 CVD events occurred. Coronary artery calcium, ankle-brachial index, high-sensitivity CRP, and family history were independently associated with incident CHD in multivariable analyses (HR, 2.60 [95% CI, 1.94-3.50]; HR, 0.79 [95% CI, 0.66-0.95]; HR, 1.28 [95% CI, 1.00-1.64]; and HR, 2.18 [95% CI, 1.38-3.42], respectively). Carotid intima-media thickness and brachial flow-mediated dilation were not associated with incident CHD in multivariable analyses (HR, 1.17 [95% CI, 0.95-1.45] and HR, 0.95 [95% CI, 0.78-1.14]). Although addition of the markers individually to the FRS plus race/ethnicity improved AUC, coronary artery calcium afforded the highest increment (0.623 vs 0.784), while brachial flow-mediated dilation had the least (0.623 vs 0.639). For incident CHD, the net reclassification improvement with coronary artery calcium was 0.659, brachial flow-mediated dilation was 0.024, ankle-brachial index was 0.036, carotid intima-media thickness was 0.102, family history was 0.160 and high-sensitivity CRP was 0.079. Similar results were obtained for incident CVD.
Conclusions:
Coronary artery calcium, ankle-brachial index, high-sensitivity CRP, and family history were independent predictors of incident CHD/CVD in intermediate-risk individuals. Coronary artery calcium provided superior discrimination and risk reclassification compared with other risk markers.
Related Concept Videos
Relative Risk
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
Blood Studies for Cardiovascular System II: CRP, Hcy, and Cardiac Natriuretic Peptide Markers
These markers indicate stress or strain on the heart muscle:
Natriuretic Peptides (BNP)
Cardiac myocytes produce these hormones in response to ventricular stretching...
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Coronary Artery Disease IV: Preventive Measures
Acute Coronary Syndrome III: Diagnostic Studies

