Cornputerised analysis of liver texture with correlation to needle biopsy

被引:19
作者
Gaitini, D
Lederman, M
Baruch, Y
Ghersin, E
Veitsman, E
Kerner, H
Shalem, B
Yaniv, G
Sarfaty, C
Azhari, H
机构
[1] Technion Israel Inst Technol, Rambam Med Ctr, Dept Med Imaging, Unit Ultrasound, Haifa, Israel
[2] Technion Israel Inst Technol, Rambam Med Ctr, Dept Hepatol, Haifa, Israel
[3] Technion Israel Inst Technol, Rambam Med Ctr, Dept Pathol, Haifa, Israel
[4] Technion Israel Inst Technol, Rambam Med Ctr, Fac Biomed Engn, Haifa, Israel
来源
ULTRASCHALL IN DER MEDIZIN | 2005年 / 26卷 / 03期
关键词
ultrasound; texture; steatosis; diffuse liver disease; needle biopsy;
D O I
10.1055/s-2005-858267
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Aim: To assist in tissue characterisation for the non-invasive diagnosis of diffuse fatty liver infiltration by providing quantitative indices of ultrasonic (US) backscatter with correlation to histology. Methods and Materials: US images from patients referred to US-guided liver needle biopsy (LNB) for persistently elevated liver enzymes or serologically positive markers for viral hepatitis were recorded. The histopathological reports were reviewed. Steatosis, inflammation and degree of fibrosis were scored from 0 (normal) to 3 (severe). Patients with level 3 steatosis without inflammation or fibrosis were selected. US images from twenty-four healthy subjects served as control. Four textural indices were calculated for a selected ROI corresponding to the biopsy site. Sensitivity and specificity of discrimination between the two groups were evaluated. Results: Fatty and healthy livers formed two distinct clusters. However, in all parametric sub-spaces there was a slight overlap between the groups with a few numbers of cases located across the dichotomy line. The sensitivity for all the indices was high (90-100%). The specificity for each of the indices was moderate. The co-occurrence local homogeneity index yielded the highest specificity (88.5%), with a sensitivity equivalent to two of the other indices (90%). Conclusions: Highly accurate "ultrasonic biopsy" may be obtained for severe fatty liver. The described indices can serve as a tool in US computer-aided diagnosis (CAD) of diffuse parenchymal liver disease, in particular for severe steatosis of the liver.
引用
收藏
页码:197 / 202
页数:6
相关论文
共 21 条
[1]   COMPUTER-AIDED DETECTION OF DIFFUSE LIVER-DISEASE IN ULTRASOUND IMAGES [J].
ABE, C ;
KAHN, CE ;
DOI, K ;
KATSURAGAWA, S .
INVESTIGATIVE RADIOLOGY, 1992, 27 (01) :71-77
[2]   Analysis of the hepatic echo pattern in chronic hepatitis C. [J].
Dietrich, CF ;
Wehrmann, T ;
Zeuzem, S ;
Braden, B ;
Caspary, WF ;
Lembcke, B .
ULTRASCHALL IN DER MEDIZIN, 1999, 20 (01) :9-14
[3]   TISSUE CHARACTERIZATION IN THE LIVER BY SONOGRAPHIC EXPERIMENT [J].
DRESCHER, T ;
LETTERER, H ;
RICHTER, KP .
ULTRASCHALL IN DER MEDIZIN, 1990, 11 (02) :104-108
[4]  
Gangeh MJ, 2002, BIOMED SCI INSTRUM, V38, P369
[5]   UNSUPERVISED OPTIMAL FUZZY CLUSTERING [J].
GATH, I ;
GEVA, AB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :773-781
[6]   TEXTURE DESCRIPTORS BASED ON COOCCURRENCE MATRICES [J].
GOTLIEB, CC ;
KREYSZIG, HE .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1990, 51 (01) :70-86
[7]   STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].
HARALICK, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804
[8]   Texture feature coding method for classification of liver sonography [J].
Horng, MH ;
Sun, YN ;
Lin, XZ .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2002, 26 (01) :33-42
[9]   COMPUTERIZED ULTRASOUND B-SCAN TEXTURE ANALYSIS OF EXPERIMENTAL DIFFUSE PARENCHYMAL LIVER-DISEASE - CORRELATION WITH HISTOPATHOLOGY AND TISSUE COMPOSITION [J].
LAYER, G ;
ZUNA, I ;
LORENZ, A ;
ZERBAN, H ;
HABERKORN, U ;
BANNASCH, P ;
VANKAICK, G ;
RATH, U .
JOURNAL OF CLINICAL ULTRASOUND, 1991, 19 (04) :193-201
[10]   COMPUTERIZED ULTRASOUND B-SCAN TEXTURE ANALYSIS OF EXPERIMENTAL FATTY LIVER-DISEASE - INFLUENCE OF TOTAL LIPID-CONTENT AND FAT DEPOSIT DISTRIBUTION [J].
LAYER, G ;
ZUNA, I ;
LORENZ, A ;
ZERBAN, H ;
HABERKORN, U ;
BANNASCH, P ;
VANKAICK, G ;
RATH, U .
ULTRASONIC IMAGING, 1990, 12 (03) :171-188