Characterisation of atherosclerotic plaque by spectral similarity of radiofrequency intravascular ultrasound signals

被引:92
作者
Sathyanarayana, Shashidhar [1 ]
Carlier, Stephane [2 ,3 ]
Li, Wenguang [1 ]
Thomas, Lewis [1 ]
机构
[1] Boston Sci Corp, Fremont, CA USA
[2] St Maria Hosp, Brussels, Belgium
[3] Columbia Univ Med Ctr, New York, NY USA
基金
美国国家科学基金会;
关键词
IVUS; virtual histology; imaging; plaque rupture;
D O I
10.4244/EIJV5I1A21
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims: The aim of this paper is to report a method of atherosclerotic plaque tissue characterisation based on pattern recognition and assess its accuracy under conditions of potential clinical relevance. Methods and results: Excised saline infused human arteries were imaged using IVUS with RE acquisition. 40% of the vessels were re-imaged with human blood infusion. A database of similar to 12000 image regions-of-interest (ROIs) of histologically established types was used to design a pattern recognition algorithm to predict the tissue type of a given ROI by comparing its RE-spectrum against the database, and also to estimate the confidence of prediction. Ex vivo validation demonstrated accuracies at the highest level of confidence as: 97%, 98%, 95%, and 98% for necrotic, lipidic, fibrotic and calcified regions respectively. Good agreement with histology was shown in an in vivo swine animal model. Conclusions: Ex vivo validation demonstrated the ability to characterise plaque tissue using an IVUS+RF system and a method incorporating (1) full spectral information (2) spectral similarity (3) estimating confidence of characterisation and, (4) ability to characterise plaque imaged through blood. Promising results were demonstrated in a live animal model. This approach may have potential for accurate and reproducible plaque characterisation in vivo.
引用
收藏
页码:133 / 139
页数:7
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