Linking Carotid Plaque Immune Subtypes to Multimodal Ultrasound Features

Yue Liu1, Shuang Yang1, Ying Wang1

  • 1Department of Ultrasound, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, China (Y.L., S.Y., Y.W., Y.H., X.L.).

Academic Radiology
|August 6, 2026
PubMed
Summary

This study developed a plaque immune microenvironment classification system using principal component analysis (PCA). Multimodal ultrasound effectively identified high-risk carotid plaque subtypes, offering a new imaging strategy for risk stratification.