Characterization of in vitro healthy and pathological human liver tissue periodicity using backscattered ultrasound signals

被引:31
|
作者
Machado, Christiano Bittencourt
Coelho De Albuquerque Pereira, Wagner
Meziri, Mahmoud
Laugier, Pascal
机构
[1] UFRJ, Biomed Engn Program, COPPE, BR-21941972 Rio De Janeiro, Brazil
[2] Univ Badji Mokhtar, Dept Phys, LSC, Annaba, Algeria
[3] Lab Imagerie Parametr, Paris, France
来源
ULTRASOUND IN MEDICINE AND BIOLOGY | 2006年 / 32卷 / 05期
关键词
periodicity; liver tissue; mean scatterer spacing; ultrasound;
D O I
10.1016/j.ultrasmedbio.2006.01.009
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This work studied the periodicity of in vitro healthy and pathologic liver tissue, using backscattered ultrasound (US) signals. It utilized the mean scatterer spacing (MSS) as a parameter of tissue characterization, estimated by three methods: the spectral autocorrelation (SAC), the singular spectrum analysis (SSA) and the quadratic transformation method (SIMON). The liver samples were classified in terms of tissue status using the METAVIR scoring system. Twenty tissue samples were classified in four groups: F0, F1, F3 and F4 (five samples for each). The Kolmogorov-Sinirnov test (applied on group pairs) resulted as nonsignificant (p > 0.05) for two pairs only: F1/F3 (for SSA) and F3/F4 (for SAC). A discriminant analysis was applied using as parameters the MSS mean (MSS) and standard deviation (sigma MSS), the estimates histogram mode (mMSS), and the speed of US (mc(foie)) in the medium, to evaluate the degree of discrimination among healthy and pathologic tissues. The better accuracy (Ac) with SAC (80%) was with parameter group (MSS, sigma MSS, mc(foie)), achieving a sensitivity (Ss) of 92.3% and a specificity (Sp) of 57.1%. For SSA, the group with all four parameters showed an Ac of 75%, an Ss of 78.6% and an Sp of 66.70%. SIMON obtained the best Ac of all (85%) with group (MSS, mMSS, mc(foie)), an Ss of 100%, but with an Sp of 50%. (E-mail: wagner@peb.ufrj.br) (c) 2006 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:649 / 657
页数:9
相关论文
共 50 条
  • [1] Characterization of in vitro healthy and pathological human liver tissue periodicity applying singular spectrum analysis to backscattered ultrasound
    Machado, CB
    Pereira, WCA
    Meziri, M
    Laugier, P
    2005 IEEE ULTRASONICS SYMPOSIUM, VOLS 1-4, 2005, : 1679 - 1682
  • [2] Using backscattered ultrasound signals to characterize normal human liver tissue periodicity with the spectral autocorrelation method
    Machado, C.B. (acbm@peb.ufrj.br), I-INCE (Institute of Noise Control Engineering):
  • [3] Challenges in tissue characterization from backscattered intravascular ultrasound signals
    Katouzian, Amin
    Sathyanarayana, Shashidhar
    Li, Wenguang
    Thomas, Tom
    Carlier, Stephane G.
    MEDICAL IMAGING 2007: ULTRASONIC IMAGING AND SIGNAL PROCESSING, 2007, 6513
  • [4] Simulation algorithm for ultrasound liver backscattered signals
    Zatari, D.
    Botros, N.
    Dunn, F.
    Ultrasonics, 1995, 33 (06):
  • [5] A simulation algorithm for ultrasound liver backscattered signals
    Zatari, D
    Botros, N
    Dunn, F
    ULTRASONICS, 1995, 33 (06) : 469 - 474
  • [6] Characterization of pseudarthrosis with ultrasound backscattered signals in rats
    Ferreira, Manoel Luiz
    Matusin, Daniel Patterson
    Machado, Christiano Bittencourt
    Silva, Paulo Cesar
    Mello, Natalia Bernades
    Amaral, Alessandra Cintra
    Franco, Renata Schueler
    de Albuquerque Pereira, Wagner Coelho
    Schanaider, Alberto
    ACTA CIRURGICA BRASILEIRA, 2010, 25 (01) : 13 - 17
  • [7] Spectral Analysis Methods with Continuous Wavelet Transform to Characterize Media Periodicity Using Backscattered and Simulated Ultrasound Signals
    Machado, Christiano Bittencourt
    Meziri, Mahmoud
    Pereira, Wagner Coelho de A.
    Cortela, Guillermo
    XXVI BRAZILIAN CONGRESS ON BIOMEDICAL ENGINEERING, CBEB 2018, VOL. 2, 2019, 70 (02): : 455 - 459
  • [8] Mean scatterer spacing of backscattered ultrasound signals from in vitro human cancellous bone specimens
    Pereira, WCA
    Bridal, SL
    Coron, A
    Laugier, P
    2002 IEEE ULTRASONICS SYMPOSIUM PROCEEDINGS, VOLS 1 AND 2, 2002, : 1337 - 1340
  • [9] MYOCARDIAL TISSUE CHARACTERIZATION USING PATTERN-RECOGNITION PROCEDURES ON BACKSCATTERED ULTRASONIC SIGNALS
    DYER, RAG
    DYER, SA
    BHAGAT, PK
    ULTRASONIC IMAGING, 1986, 8 (03) : 181 - 195
  • [10] Effects of Fatty Infiltration of the Liver on the Shannon Entropy of Ultrasound Backscattered Signals
    Tsui, Po-Hsiang
    Wan, Yung-Liang
    ENTROPY, 2016, 18 (09)