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Strokes and myocardial infarctions, caused by the rupture of unstable atherosclerotic plaques in the carotid and coronary arteries, are the leading causes of death world-wide. Current clinical guidelines recommend surgical removal of plaques based solely on the degree of artery stenosis. However, stenosis alone is an incomplete determinant of stroke/heart attack risk, leading to suboptimal medical decisions or inappropriate treatment allocation. Although plaque composition is a more accurate indicator of plaque instability and a better predictor of clinical outcomes, no method currently exists for its accurate, quantitative, and non-invasive characterization. We aim to develop artificial intelligence-based platforms to characterize atherosclerotic plaque features from 1) histological and 2) ultrasound plaque images. These platforms will provide a complete and accurate analysis of plaque features and instability, while eliminating bias and inter-individual variability. This method can be used to improve the prediction, treatment, and prevention of heart attacks and strokes.
Ioannis Psaromiligkos
Sonaro
Life Sciences
Health and Related Sciences & Technology; Biotechnology; Technology
Research Institute of the McGill University Health Centre
Accelerate
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