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
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.
Area of Science:
- Cardiovascular Research
- Immunology
- Medical Imaging
Background:
- Carotid plaque instability is a major cause of stroke.
- Accurate identification of high-risk plaques is crucial for timely intervention.
- Current methods for plaque characterization have limitations.
Purpose of the Study:
- To establish a plaque immune microenvironment classification system.
- To explore the utility of multimodal ultrasound in non-invasively identifying high-risk plaque subtypes.
- To investigate the association between principal component analysis (PCA)-derived immune subtypes and ultrasound features.
Main Methods:
- Prospective study of 50 patients undergoing carotid endarterectomy (CEA).
- Immunohistochemistry (IHC) assessed seven markers (IL-6, TNF-α, IFN-γ, IL-2, CD11b, MPO, MVD).
- Principal component analysis (PCA) and hierarchical clustering defined immune subtypes; ultrasound evaluated plaque vulnerability and neovascularization.
Main Results:
- Four PCA-defined plaque subtypes identified: inflammation-dominated, angiogenesis-dominated, high inflammation/angiogenesis, and stable.
- The high inflammation/angiogenesis subtype (Type III) exhibited the highest inflammatory factors and microvessel density (MVD), with a high rate of recent ischemic events.
- Ultrasound vulnerability score and intraplaque neovascularization (IPN) grade correlated significantly with inflammatory markers and MVD, respectively.
Conclusions:
- Principal component analysis (PCA)-based immune subtyping of carotid plaques is feasible.
- Multimodal ultrasound, specifically vulnerability score and IPN grade, shows potential for non-invasively identifying high-risk plaque subtypes.
- This approach may offer a novel imaging strategy for carotid plaque risk stratification.


