Lesion-Level Association Between Artificial Intelligence–Derived Coronary Calcium Volume and Plaque Vulnerability

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Authors: Ruben G.A. van der Waerden, Joske L. van der Zande, Jan‐Quinten Mol, Pierandrea Cancian, Thijs J. Luttikholt, Xiaojin Gu, Leah Heil, Tomasz Roleder, Jos Thannhauser, Simone Saitta, Clara I. Sánchez, Bram van Ginneken
+3 more Ivana Išgum, Niels van Royen, Rick H. J. A. Volleberg
Cited by: 1
References: 25

Abstract

BACKGROUND: Extensively calcified lesions are typically at low risk for lesion-level acute events, which may be related to less vulnerable plaques. OBJECTIVES: This study sought to evaluate the lesion-level association between total calcification volume and plaque vulnerability. METHODS: Data were derived from the prospective, observational PECTUS-obs study, in which patients with myocardial infarction underwent intracoronary optical coherence tomography (OCT) imaging of all fractional flow reserve-negative nonculprit lesions. OCT images were analyzed by a core laboratory for plaque vulnerability features (lipid-rich plaque, thin-cap fibroatheroma, layered plaque, macrophage accumulation, microvessel, and cholesterol crystal) and by a validated artificial intelligence algorithm (OCT-AID) for automated volumetric calcium quantification. Total calcium volume was indexed for lesion length and stratified by quartiles (Q1-Q4), from lowest to highest. RESULTS: /mm (IQR: 0.63-1.18) in Q4. The lower quartiles demonstrated the highest prevalence of lipid-rich plaques, macrophage accumulation, and microvessels. Thin-cap fibroatheroma and layered plaques accumulated predominantly in the middle quartiles (Q2-Q3). Cholesterol crystals showed no significant differences between quartiles. Overall, Q1-Q3 lesions demonstrated a greater mean number of plaque vulnerability features than Q4 lesions (P < 0.001 for all). CONCLUSIONS: Most severely calcified nonculprit lesions demonstrate a significantly lower prevalence of plaque vulnerability features as compared to less calcified, more lipid-rich lesions, which may contribute to the lower lesion-level acute event rate observed in heavily calcified lesions.

Fields of Study & Subjects

Cardiac Imaging and Diagnostics Coronary Interventions and Diagnostics Cerebrovascular and Carotid Artery Diseases

Publication details

Journal / source
JACC Advances
Publisher
Elsevier BV
Volume
5
Issue
8
Pages
103077–103077
Publication date
28 July 2026
Language
EN