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Relative Estimate of Revised Cardiovascular Risk Combining Traditional and Non-traditional Image-based CV Markers: A
Paulin Paul1, Noel George2, B Priestly Shan3
1Research Scholar, Sathyabama Institute of Science and Technology, Chennai, India.
Non-traditional atherosclerotic markers significantly correlate with cardiovascular risk in Kerala participants. These markers, including carotid Intima-Media Thickness and plaque scores, improve traditional risk reclassification for better patient management.
Area of Science:
- Cardiology
- Medical Imaging
- Risk Stratification
Background:
- Traditional cardiovascular (CV) risk estimation methods can be enhanced by incorporating non-traditional image-based markers.
- This approach has not been previously validated in participants from Kerala.
Purpose of the Study:
- To investigate the relationship between modified CV risk categories and traditional/non-traditional risk markers.
- To evaluate the correlation and reclassification improvement by combining atherosclerotic markers with intermediate and high-risk participants.
Main Methods:
- A cross-sectional study of 594 participants from Ernakulum district, Kerala, utilizing ultrasound measurements.
- Carotid Intima-Media Thickness (cIMT) and plaque complexity were used to compute the carotid Total Plaque Risk Score (cTPRS).
- Statistical analysis included Multinomial Logistic Regression and decision tree algorithms for classification accuracy.
Main Results:
- Multinomial Logistic Regression identified cIMT, cTPRS, age, diabetes, Familial Hypercholesterolemia, hypertension treatment, Rheumatoid Arthritis, and Chronic Kidney Disease as significant predictors (p<0.05).
- cIMT and plaque complexity were significant for 'Intermediate High', 'High', and 'Very High' risk categories.
- The overall model performance was 80.5%, with 78.7% accuracy using the decision tree algorithm.
Conclusions:
- Atherosclerotic markers demonstrate a significant correlation with cardiovascular risk.
- These markers are suitable for next-level reclassification of traditional CV risk in this population.
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