Asymptomatic carotid disease--a new tool for assessing neurological risk
Luís M Pedro1, J Miguel Sanches, José Seabra
1Faculty of Medicine, Lisbon Academic Medical Centre, University of Lisbon and Lisbon Cardiovascular Institute, Lisbon, Portugal.
Insights
A new computer-assisted high-definition ultrasound (HDU) method accurately identifies active carotid plaques, crucial for preventing neurological events and stroke. This enhanced activity index (EAI) offers a noninvasive tool for assessing stroke risk.
Area of Science:
- Vascular Ultrasound
- Medical Imaging Analysis
- Stroke Prevention
Background:
- Active carotid plaques are linked to atheroembolism and neurological events, necessitating accurate identification for stroke prevention.
- High-definition ultrasound (HDU) offers insights into carotid plaque structure and vulnerability.
- Assessing plaque activity is vital for predicting ischemic brain events.
Purpose of the Study:
- To introduce a novel computer-assisted HDU method for analyzing carotid plaque echomorphology.
- To develop and validate an enhanced activity index (EAI) for risk stratification of carotid plaques.
- To compare the diagnostic performance of EAI against existing methods for identifying symptomatic plaques.
Main Methods:
- Utilized B-mode ultrasound scans and image processing algorithms to extract plaque echomorphology characteristics (ulceration, echolucent areas, echoheterogeneity).
- Combined echomorphology with stenosis severity to calculate the enhanced activity index (EAI).
- Evaluated EAI performance using receiver-operating characteristic (ROC) analysis and leave-one-patient-out cross-validation on 146 carotid plaques.
Main Results:
- The EAI demonstrated high accuracy (up to 77%) in predicting which asymptomatic plaques would develop symptoms.
- EAI showed superior classification performance compared to degree of stenosis and the earlier activity index (AI).
- The study identified an optimal EAI cutoff for distinguishing active from inactive carotid plaques.
Conclusions:
- The enhanced activity index (EAI) is a noninvasive and easily obtainable parameter for accurately estimating neurological risk associated with carotid plaques.
- This computer-assisted HDU method provides a valuable tool for stroke risk assessment in patients with carotid bifurcation stenosis.
- Accurate identification of active carotid plaques using EAI can significantly aid in stroke prevention strategies.
Abstract:
Active carotid plaques are associated with atheroembolism and neurological events; its identification is crucial for stroke prevention. High-definition ultrasound (HDU) can be used to recognize plaque structure in carotid bifurcation stenosis associated with plaque vulnerability and occurrence of brain ischemic events. A new computer-assisted HDU method to study the echomorphology of the carotid plaque and to determine a risk score for developing appropriate symptoms is proposed in this study. Plaque echomorphology characteristics such as presence of ulceration at the plaque surface, juxta-luminal location of echolucent areas, echoheterogeneity were obtained from B-mode ultrasound scans using several image processing algorithms and were combined with measurement of severity of stenosis to obtain a clinical score--enhanced activity index (EAI)--which was correlated with the presence or absence of ipsilateral appropriate ischemic symptoms. An optimal cutoff value of EAI was determined to obtain the best separation between symptomatic (active) from asymptomatic (inactive) plaques and its diagnostic yield was compared to other 2 reference methods by means of receiver-operating characteristic (ROC) analysis. Classification performance was evaluated by leave-one-patient-out cross-validation applied to a cohort of 146 carotid plaques from 99 patients. The proposed method was benchmarked against (a) degree of stenosis criteria and (b) earlier proposed activity index (AI) and demonstrated that EAI yielded the highest accuracy up to an accuracy of 77% to predict asymptomatic plaques that developed symptoms in a prospective cross-sectional study. Enhanced activity index is a noninvasive, easy to obtain parameter, which provided accurate estimation of neurological risk of carotid plaques.
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