DocumentCode :
3098320
Title :
Quantitative evaluation method of liver fibrosis using multi-Rayleigh model with three echo envelope components
Author :
Higuchi, Tatsuro ; Hirata, Shinnosuke ; Hachiya, Hiroyuki ; Yamaguchi, Toru
Author_Institution :
Grad. Sch. of Sci. & Engeering, Tokyo Inst. of Technol., Tokyo, Japan
fYear :
2013
fDate :
21-25 July 2013
Firstpage :
405
Lastpage :
408
Abstract :
Quantitative diagnosis method of liver fibrosis using ultrasound echo signal is highly required. The distribution of echo envelope from a homogeneous medium with high scatterer density, such as normal liver, can be approximated by Rayleigh distribution. As the fibrotic liver disease progresses, the distribution begins to deviate from Rayleigh distribution. In our study, we proposed a quantitative method for liver fibrosis staging based on new echo envelope model. We examined a multi-Rayleigh model with three Rayleigh distributions. This model is expressed by the combination of three Rayleigh distributions, corresponding to the echo signal from hypoechoic, normal, and fibrous tissue respectively. Clinical data classified into F0 (normal liver), F1 (early-hepatitis), F2 (moderate hepatitis), and F3 (late-hepatitis) in accordance with the new-Inuyama classification based on the result of biopsy were analyzed by the proposed model. We showed that the multi-Rayleigh model can approximate amplitude distribution of the fibrotic liver accurately using KL divergence, that is an index of the difference between two probability distributions. Additionally, it was found that fibrosis indices of the multi-Rayleigh model obviously increase as the liver fibrosis progresses. These results suggest that the multi-Rayleigh model with three Rayleigh distributions can evaluate the degree of progression of liver fibrosis.
Keywords :
Rayleigh scattering; biomedical ultrasonics; diseases; image classification; liver; medical image processing; statistical distributions; ultrasonic imaging; Rayleigh distribution; biopsy; clinical data classification; early hepatitis; echo envelope distribution; fibrosis indices; fibrotic liver disease progresses; high scatterer density; homogeneous medium; hypoechoic echo signal; late hepatitis; liver fibrosis; liver fibrosis staging; moderate hepatitis; multiRayleigh model; new-Inuyama classification; probability distributions; quantitative diagnosis method; quantitative evaluation method; three-echo envelope components; ultrasound echo signal; Liver;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Ultrasonics Symposium (IUS), 2013 IEEE International
Conference_Location :
Prague
ISSN :
1948-5719
Print_ISBN :
978-1-4673-5684-8
Type :
conf
DOI :
10.1109/ULTSYM.2013.0105
Filename :
6725129
Link To Document :
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