DETECTION OF DIFFUSE LIVER-DISEASE BY QUANTITATIVE ECHOGRAPHY - DEPENDENCE ON A-PRIORI CHOICE OF PARAMETERS

被引:38
作者
OOSTERVELD, BJ
THIJSSEN, JM
HARTMAN, PC
ROSENBUSCH, GJE
机构
[1] UNIV HOSP NIJMEGEN,INST OPHTHALMOL,BIOPHYS LAB,POB 9101,6500 HB NIJMEGEN,NETHERLANDS
[2] UNIV HOSP NIJMEGEN,INST RADIOTHERAPY,6500 HB NIJMEGEN,NETHERLANDS
[3] UNIV HOSP NIJMEGEN,DEPT DIAGNOST RADIOL,6500 HB NIJMEGEN,NETHERLANDS
关键词
ACOUSTOSPECTROGRAPHY; ATTENUATION; BACKSCATTERING; DIFFUSE LIVER DISEASE; DISCRIMINANT ANALYSIS; ECHOGRAPHY; TEXTURE ANALYSIS; RETROSPECTIVE DIAGNOSIS;
D O I
10.1016/0301-5629(93)90014-F
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Quantitative acoustic parameters and image texture parameters were used in a linear discriminant analysis. This analysis was applied to detect retrospectively the classes of diffuse liver disease against a population of normal livers. Three different sets of parameters were employed. The first set was selected by the authors, and the other two were taken from the literature. The area under the Receiver Operating Characteristic (ROC) (or percentage correct classification) obtained with the first set ranged from 88% to 97%, depending on the disease class. It is concluded that the first-order statistical parameters of the image texture (diffuse scattering model) together with the slope of the attenuation coefficient are the most important parameters. As an alternative to the texture parameters, the backscattering parameters (second set of parameters) also yielded a comparably high score. The texture analysis involving structural scattering (third set of parameters) produced a lower percentage of correct classification. The overall conclusion is that the methods devised might be used for prospective diagnosis.
引用
收藏
页码:21 / 25
页数:5
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