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Abstract #0708

Prediction of Ischemic Stroke Based on Carotid Plaque VW-HRMRI Radiomics

Na Han1, Wanjun Hu1, Yurong Ma1, Laiyang Ma1, Yu Zheng1, Jing Zhang1, and Kai Ai2
1Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China, 2Philips Healthcare, Xi’an, China

Synopsis

Keywords: Stroke, Radiomics, Carotid Plaque, Vessel Wall High-Resolution MRI

The study of the relationship between carotid atherosclerotic plaque and ischemic stroke must go beyond the assessment of the basic imaging characteristics of plaque or the degree of vascular stenosis, and should adopt a new model which carotid plaque imaging combined with artificial intelligence. This study established a radiomics model of carotid plaque based on vessel wall high-resolution MRI (VW-HRMRI) to accurately predict the risk of ischemic stroke. Our study showed that the radiomics_T1CE model and combined_T1CE model outperformed other models, whereas the combined model showed no significant difference with the radiomics model.

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Keywords