IMPROVING THE DISTINCTION BETWEEN BENIGN AND MALIGNANT BREAST-LESIONS - THE VALUE OF SONOGRAPHIC TEXTURE ANALYSIS

被引:175
作者
GARRA, BS
KRASNER, BH
HORII, SC
ASCHER, S
MUN, SK
ZEMAN, RK
机构
关键词
ULTRASOUND; TISSUE CHARACTERIZATION; BREAST CANCER; IMAGE PROCESSING;
D O I
10.1006/uimg.1993.1017
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
To improve the ability of ultrasound to distinguish benign from malignant breast lesions, we used quantitative analysis of ultrasound image texture. Eight cancers, 22 cysts, 28 fibroadenomata, and 22 fibrocystic nodules were studied. The true nature of each lesion was determined by aspiration (for some cysts) or by open biopsy. Analysis of image texture was performed on digitized video output from the ultrasound scanner using fractal analysis and statistical texture analysis methods. The most useful features were those derived from co-occurrence matrices of the images. Using two features together (contrast of a co-occurrence matrix taken in an oblique direction, and correlation of a co-occurrence matrix taken in the horizontal direction), it was possible to exclude 78% of fibroadenomata, 73% of cysts, and 91% of fibrocystic nodules while maintaining 100% sensitivity for cancer. These findings suggest that ultrasonic image texture analysis is a simple way to markedly reduce the number of benign lesion biopsies without missing additional cancers. (C) 1993 Academic Press, Inc.
引用
收藏
页码:267 / 285
页数:19
相关论文
共 29 条
[1]   AUTOMATED AND HAND-HELD BREAST US - EFFECT ON PATIENT-MANAGEMENT [J].
BASSETT, LW ;
KIMMESMITH, C ;
SUTHERLAND, LK ;
GOLD, RH ;
SARTI, D ;
KING, W .
RADIOLOGY, 1987, 165 (01) :103-108
[2]  
CASTLEMAN KR, 1979, DIGITAL IMAGE PROCES, P323
[3]   FRACTAL FEATURE ANALYSIS AND CLASSIFICATION IN MEDICAL IMAGING [J].
CHEN, CC ;
DAPONTE, JS ;
FOX, MD .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1989, 8 (02) :133-142
[4]  
EGAN RL, 1972, MAMMOGRAPHY, P128
[5]   BREAST-TISSUE CLASSIFICATION USING DIAGNOSTIC ULTRASOUND AND PATTERN-RECOGNITION TECHNIQUES .1. METHODS OF PATTERN-RECOGNITION [J].
FINETTE, S ;
BLEIER, A ;
SWINDELL, W .
ULTRASONIC IMAGING, 1983, 5 (01) :55-70
[6]   FIBROADENOMA OF THE BREAST - SONOGRAPHIC APPEARANCE [J].
FORNAGE, BD ;
LORIGAN, JG ;
ANDRY, E .
RADIOLOGY, 1989, 172 (03) :671-675
[7]   QUANTITATIVE ULTRASONIC-DETECTION AND CLASSIFICATION OF DIFFUSE LIVER-DISEASE - COMPARISON WITH HUMAN OBSERVER PERFORMANCE [J].
GARRA, BS ;
INSANA, MF ;
SHAWKER, TH ;
WAGNER, RF ;
BRADFORD, M ;
RUSSELL, M .
INVESTIGATIVE RADIOLOGY, 1989, 24 (03) :196-203
[8]  
GOLDBERG V, 1990, P IASTED INT S COMPU
[9]  
GOLDBERG V, 1989, ULTRASONIC IMAGING, V11, P133
[10]  
GRISVOLD JJ, 1990, MAYO CLIN P, V65, P56