Spectral analysis assisted photoacoustic imaging for lipid composition differentiation

被引:26
作者
Cao, Yingchun [1 ]
Kole, Ayeeshik [1 ,2 ]
Lan, Lu [1 ]
Wang, Pu [1 ]
Hui, Jie [3 ]
Sturek, Michael [1 ,2 ]
Cheng, Ji-Xin [1 ,4 ]
机构
[1] Purdue Univ, Weldon Sch Biomed Engn, 206 S Martin Jischke Dr, W Lafayette, IN 47907 USA
[2] Indiana Univ Sch Med, Dept Cellular & Integrat Physiol, Indianapolis, IN 46202 USA
[3] Purdue Univ, Dept Phys & Astron, W Lafayette, IN 47907 USA
[4] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA
关键词
Photoacoustic imaging; Spectral analysis; k-means clustering; Lipid composition; Atherosclerosis; INTRAVASCULAR ULTRASOUND; ATHEROSCLEROTIC LESIONS; VIRTUAL HISTOLOGY; NECROTIC CORE; CHOLESTEROL; CLASSIFICATION; PLAQUES; ESTERS;
D O I
10.1016/j.pacs.2017.05.002
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Recent advances in atherosclerotic plaque detection have shown that not only does lipid core size and depth play important roles in plaque rupture and thrombi formation, but lipid composition, especially cholesterol deposition, is equally important in determining lesion vulnerability. Here, we demonstrate a spectral analysis assisted photoacoustic imaging approach to differentiate and map lipid compositions within an artery wall. The approach is based on the classification of spectral curves obtained from the sliding windows along time-of-flight photoacoustic signals via a numerical k-means clustering method. The evaluation result on a vessel-mimicking phantom containing cholesterol and olive oil shows accuracy and efficiency of this method, suggesting the potential to apply this approach in assessment of atherosclerotic plaques. (C) 2017 The Authors. Published by Elsevier GmbH.
引用
收藏
页码:12 / 19
页数:8
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