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Published on: August 9, 2024
A Clinical and Biomarker Scoring System to Predict the Presence of Obstructive Coronary Artery Disease
Nasrien E Ibrahim1, James L Januzzi2, Craig A Magaret3
1Massachusetts General Hospital, Division of Cardiology, Boston, Massachusetts.
Insights
A new clinical and biomarker score accurately predicts significant coronary artery disease (CAD). This tool aids in identifying patients with CAD, potentially reducing healthcare burdens.
Area of Science:
- Cardiology
- Biomarker Discovery
- Predictive Modeling
Background:
- Coronary artery disease (CAD) poses a significant societal burden.
- Noninvasive methods are needed to predict CAD presence and severity.
Purpose of the Study:
- To develop and validate a clinical and biomarker score for predicting significant CAD.
- To assess the score's accuracy and predictive value in identifying coronary stenosis.
Main Methods:
- A prospective registry of patients undergoing coronary angiography was used.
- A training cohort (n=649) identified predictors from >200 variables, including 109 biomarkers.
- A validation cohort (n=278) confirmed the model's performance.
Main Results:
- The score includes clinical factors (male sex, prior PCI) and 4 biomarkers (midkine, adiponectin, apolipoprotein C-I, KIM-1).
- The score demonstrated high accuracy (AUC 0.87) in predicting ≥70% stenosis.
- The score showed 77% sensitivity, 84% specificity, and 90% PPV, identifying or excluding CAD in 42% of subjects.
Conclusions:
- A novel clinical and biomarker score accurately predicts anatomically significant CAD.
- The CASABLANCA study score offers a powerful tool for CAD assessment.
- The score also predicted incident myocardial infarction, highlighting its prognostic value.
Background:
Noninvasive models to predict the presence of coronary artery disease (CAD) may help reduce the societal burden of CAD.
Objectives:
From a prospective registry of patients referred for coronary angiography, the goal of this study was to develop a clinical and biomarker score to predict the presence of significant CAD.
Methods:
In a training cohort of 649 subjects, predictors of ≥70% stenosis in at least 1 major coronary vessel were identified from >200 candidate variables, including 109 biomarkers. The final model was then validated in a separate cohort (n = 278).
Results:
The scoring system consisted of clinical variables (male sex and previous percutaneous coronary intervention) and 4 biomarkers (midkine, adiponectin, apolipoprotein C-I, and kidney injury molecule-1). In the training cohort, elevated scores were predictive of ≥70% stenosis in all subjects (odds ratio [OR]: 9.74; p < 0.001), men (OR: 7.88; p <0.001), women (OR: 24.8; p < 0.001), and those with no previous CAD (OR: 8.67; p < 0.001). In the validation cohort, the score had an area under the receiver-operating characteristic curve of 0.87 (p < 0.001) for coronary stenosis ≥70%. Higher scores were associated with greater severity of angiographic stenosis. At optimal cutoff, the score had 77% sensitivity, 84% specificity, and a positive predictive value of 90% for ≥70% stenosis. Partitioning the score into 5 levels allowed for identifying or excluding CAD with >90% predictive value in 42% of subjects. An elevated score predicted incident acute myocardial infarction during 3.6 years of follow up (hazard ratio: 2.39; p < 0.001).
Conclusions:
We described a clinical and biomarker score with high accuracy for predicting the presence of anatomically significant CAD. (The CASABLANCA Study: Catheter Sampled Blood Archive in Cardiovascular Diseases; NCT00842868).
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