Semiautomatic segmentation and quantification of calcified plaques in intracoronary optical coherence tomography images

被引:57
作者
Wang, Zhao [1 ]
Kyono, Hiroyuki [2 ]
Bezerra, Hiram G. [2 ]
Wang, Hui [1 ]
Gargesha, Madhusudhana [1 ]
Alraies, Chadi [3 ]
Xu, Chenyang [4 ]
Schmitt, Joseph M. [4 ]
Wilson, David L. [1 ]
Costa, Marco A. [2 ]
Rollins, Andrew M. [1 ]
机构
[1] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA
[2] Univ Hosp Case Med Ctr, Harrington McLaughlin Heart & Vasc Inst, Cleveland, OH 44106 USA
[3] Case Western Reserve Univ, Learner Coll Med, Cleveland, OH 44106 USA
[4] Lightlab Imaging Inc, Westford, MA 01886 USA
关键词
calcium; image segmentation; optical coherence tomography; active contour; atherosclerosis; CORONARY-ARTERY CALCIFICATION; INTRAVASCULAR ULTRASOUND; ATHEROSCLEROTIC PLAQUES; COMPUTED-TOMOGRAPHY; ACTIVE CONTOURS; CALCIUM; PATHOPHYSIOLOGY; DISEASE; LESIONS; EVENTS;
D O I
10.1117/1.3506212
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Coronary calcified plaque (CP) is both an important marker of atherosclerosis and major determinant of the success of coronary stenting. Intracoronary optical coherence tomography (OCT) with high spatial resolution can provide detailed volumetric characterization of CP. We present a semiautomatic method for segmentation and quantification of CP in OCT images. Following segmentation of the lumen, guide wire, and arterial wall, the CP was localized by edge detection and traced using a combined intensity and gradient-based level-set model. From the segmentation regions, quantification of the depth, area, angle fill fraction, and thickness of the CP was demonstrated. Validation by comparing the automatic results to expert manual segmentation of 106 in vivo images from eight patients showed an accuracy of 78 +/- 9%. For a variety of CP measurements, the bias was insignificant (except for depth measurement) and the agreement was adequate when the CP has a clear outer border and no guide-wire overlap. These results suggest that the proposed method can be used for automated CP analysis in OCT, thereby facilitating our understanding of coronary artery calcification in the process of atherosclerosis and helping guide complex interventional strategies in coronary arteries with superficial calcification. (C) 2010 Society of Photo-Optical Instrumentation Engineers. [DOI: 10.1117/1.3506212]
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页数:10
相关论文
共 28 条
[1]   QUANTIFICATION OF CORONARY-ARTERY CALCIUM USING ULTRAFAST COMPUTED-TOMOGRAPHY [J].
AGATSTON, AS ;
JANOWITZ, WR ;
HILDNER, FJ ;
ZUSMER, NR ;
VIAMONTE, M ;
DETRANO, R .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1990, 15 (04) :827-832
[2]   Comparison of electron beam computed tomography with intracoronary ultrasound and coronary angiography for detection of coronary atherosclerosis [J].
Baumgart, D ;
Schmermund, A ;
Goerge, G ;
Haude, M ;
Ge, JB ;
Adamzik, M ;
Sehnert, C ;
Altmaier, K ;
Groenemeyer, D ;
Seibel, R ;
Erbel, R .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1997, 30 (01) :57-64
[3]   Pathophysiology of calcium deposition in coronary arteries [J].
Burke, AP ;
Weber, DK ;
Kolodgie, FD ;
Farb, A ;
Taylor, AJ ;
Virmani, R .
HERZ, 2001, 26 (04) :239-244
[5]   Calcified coronary artery plaque measurement with cardiac CT in population-based studies: Standardized protocol of Multi-Ethnic Study of Atherosclerosis (MESA) and Coronary Artery Risk Development in Young Adults (CARDIA) study [J].
Carr, JJ ;
Nelson, JC ;
Wong, ND ;
McNitt-Gray, M ;
Arad, Y ;
Jacobs, DR ;
Sidney, S ;
Bild, DE ;
Williams, OD ;
Detrano, RC .
RADIOLOGY, 2005, 234 (01) :35-43
[6]   Active contours without edges for vector-valued images [J].
Chan, TE ;
Sandberg, BY ;
Vese, LA .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2000, 11 (02) :130-141
[7]   Active contours without edges [J].
Chan, TF ;
Vese, LA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :266-277
[8]   Coronary calcium as a predictor of coronary events in four racial or ethnic groups [J].
Detrano, Robert ;
Guerci, Alan D. ;
Carr, J. Jeffrey ;
Bild, Diane E. ;
Burke, Gregory ;
Folsom, Aaron R. ;
Liu, Kiang ;
Shea, Steven ;
Szklo, Moyses ;
Bluemke, David A. ;
O'Leary, Daniel H. ;
Tracy, Russell ;
Watson, Karol ;
Wong, Nathan D. ;
Kronmal, Richard A. .
NEW ENGLAND JOURNAL OF MEDICINE, 2008, 358 (13) :1336-1345
[9]  
Friedman D., 1969, DETECTION SIGNALS TE
[10]  
Gabor D., 1946, Commun. Eng, V93, P429, DOI [DOI 10.1049/JI-3-2.1946.0074, 10.1049/ji-3-2.1946.0074, 10.1049/JI-3-2.1946.0074]