Fractal analysis of ultrasound images of carotid atherosclerotic plaque

被引:0
|
作者
Asvestas, P [1 ]
Golemati, S [1 ]
Matsopoulos, GK [1 ]
Nikita, KS [1 ]
机构
[1] Natl Tech Univ Athens, Dept Elect & Comp Engn, Athens, Greece
关键词
B-mode ultrasound; carotid; atherosclerotic plaque; fractal dimension; kth nearest neighbour method;
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
In this paper, we investigate the possibility of using the fractal dimension to characterise carotid atheromatous plaques from B-mode ultrasound images. The images were obtained from ten symptomatic and nine asymptomatic subjects. Symptomatic subjects included patients with previous history of cerebral events, whereas asymptomatic ones had no evidence of any cerebral symptoms prior to the time of the investigation. For each subject, a sequence of images was collected corresponding to 2-3 cardiac cycles. The boundary of the atheromatous plaque was defined by an expert in three different images of each sequence, corresponding to systole, diastole and a random phase of the cardiac cycle. The fractal dimension of each plaque was estimated using a new method, namely the k-th nearest neighbour method. The results showed that the values of the fractal dimension in the symptomatic group were significantly higher than those in the asymptomatic group. These results suggested that the fractal dimension, estimated from B-mode ultrasound images, could be used to discriminate between symptomatic and asymptomatic carotid atheromatous plaques.
引用
收藏
页码:2789 / 2792
页数:4
相关论文
共 50 条
  • [1] Fractal and multifractal analysis of atherosclerotic plaque in ultrasound images of the carotid artery
    Smitha, B.
    Joseph, Paul K.
    [J]. CHAOS SOLITONS & FRACTALS, 2019, 123 : 91 - 100
  • [2] Speckle reduction in ultrasound images of atherosclerotic carotid plaque
    Loizou, C
    Christodoulou, C
    Pattichis, CS
    Istepanian, R
    Pantziaris, M
    Nicolaides, A
    [J]. DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 525 - 528
  • [3] A method to create reference maps for evaluation of ultrasound images of carotid atherosclerotic plaque
    Wilhjelm, JE
    Jensen, MS
    Gammelmark, KL
    Sahl, B
    Martinsen, K
    Hansen, JU
    Brandt, T
    Jespersen, SK
    Falk, E
    Fredfeldt, KE
    Sillesen, H
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 2004, 30 (09): : 1119 - 1131
  • [4] Segmentation of Atherosclerotic Carotid Plaque in Ultrasound Video
    Loizou, C. P.
    Petroudi, S.
    Pattichis, C. S.
    Pantziaris, M.
    Kasparis, T.
    Nicolaides, A.
    [J]. 2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 53 - 56
  • [5] External Ultrasound for Carotid Atherosclerotic Plaque Treatment
    Zhang, Yan
    Dong, Honglin
    Xu, Yuming
    Shi, Runhua
    Gu, Jingming
    Lang, Hongzhi
    Gao, Jianbo
    Zhang, Wayne W.
    [J]. JOURNAL OF ULTRASOUND IN MEDICINE, 2015, 34 (03) : 451 - 459
  • [6] Automatic segmentation of ultrasound images of carotid atherosclerotic plaque based on Dense-UNet
    Deng, Chengliang
    Adu, Jianhua
    Xie, Shenghua
    Li, Zhaohuan
    Meng, Qingguo
    Zhang, Qingfeng
    Yin, Lixue
    Peng, Bo
    [J]. TECHNOLOGY AND HEALTH CARE, 2023, 31 (01) : 165 - 179
  • [7] Analysis of Carotid Plaque Using Multifractal method in Ultrasound Images
    Smitha, B.
    Joseph, Paul K.
    [J]. 2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, : 943 - 946
  • [8] Assessment of lipid content of atherosclerotic plaque by intravascular ultrasound using fractal analysis
    Hiro, T
    Fujii, T
    Yoshitake, S
    Kawabata, T
    Yasumoto, K
    Matsuzaki, M
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2000, 35 (02) : 38A - 38A
  • [9] Atherosclerotic Carotid Plaque Texture Variability in Ultrasound Video
    Loizou, Christos P.
    Pantziaris, Marios
    Nicolaides, Andrew N.
    Pattichis, Constandinos S.
    [J]. 6TH EUROPEAN CONFERENCE OF THE INTERNATIONAL FEDERATION FOR MEDICAL AND BIOLOGICAL ENGINEERING, 2015, 45 : 176 - 179
  • [10] Atherosclerotic plaque classification in carotid ultrasound images using machine learning and explainable deep learning
    Singh, Soni
    Jain, Pankaj K.
    Sharma, Neeraj
    Pohit, Mausumi
    Roy, Sudipta
    [J]. INTELLIGENT MEDICINE, 2024, 4 (02): : 83 - 95