IMPROVEMENT IN RADIOLOGISTS DETECTION OF CLUSTERED MICROCALCIFICATIONS ON MAMMOGRAMS - THE POTENTIAL OF COMPUTER-AIDED DIAGNOSIS

被引:329
作者
CHAN, HP [1 ]
DOI, K [1 ]
VYBORNY, CJ [1 ]
SCHMIDT, RA [1 ]
METZ, CE [1 ]
LAM, KL [1 ]
OGURA, T [1 ]
WU, YZ [1 ]
MACMAHON, H [1 ]
机构
[1] UNIV CHICAGO, DEPT RADIOL, KURT ROSSMANN LABS RADIOL IMAGE RES, CHICAGO, IL 60637 USA
关键词
Breast radiography; Computer-aided diagnosis; Missed diagnoses; Receiver operating characteristic (ROC) study;
D O I
10.1097/00004424-199010000-00006
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Relatively simple, but important, detection tasks in radiology are nearing accessibility to computer-aided diagnostic (CAD) methods. The authors have studied one such task, the detection of clustered microcalcifications on mammograms, to determine whether CAD can improve radiologists' performance under controlled but generally realistic circumstances. The results of their receiver operating characteristic (ROC) study show that CAD, as implemented by their computer code in its present state of development, does significantly improve radiologists' accuracy in detecting clustered microcalcifications under conditions that simulate the rapid interpretation of screening mammograms. The results suggest also that a reduction in the computer's false-positive rate will further improve radiologists' diagnostic accuracy, although the improvement falls short of statistical significance in this study. © Lippincott-Raven Publishers.
引用
收藏
页码:1102 / 1110
页数:9
相关论文
共 29 条
  • [1] SENSITIVITY AND SPECIFICITY OF 1ST SCREEN MAMMOGRAPHY IN THE CANADIAN NATIONAL BREAST SCREENING STUDY - A PRELIMINARY-REPORT FROM 5 CENTERS
    BAINES, CJ
    MILLER, AB
    WALL, C
    MCFARLANE, DV
    SIMOR, IS
    JONG, R
    SHAPIRO, BJ
    AUDET, L
    PETITCLERC, M
    OUIMETOLIVA, D
    LADOUCEUR, J
    HEBERT, G
    MINUK, T
    HARDY, G
    STANDING, HK
    [J]. RADIOLOGY, 1986, 160 (02) : 295 - 298
  • [2] BREAST-CANCER DETECTION - ONE VERSUS 2 VIEWS
    BASSETT, LW
    BUNNELL, DH
    JAHANSHAHI, R
    GOLD, RH
    ARNDT, RD
    LINSMAN, J
    [J]. RADIOLOGY, 1987, 165 (01) : 95 - 97
  • [3] BUNCH PC, 1977, P SOC PHOTO-OPT INS, V127, P124
  • [4] IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY .1. AUTOMATED DETECTION OF MICROCALCIFICATIONS IN MAMMOGRAPHY
    CHAN, HP
    DOI, K
    GALHOTRA, S
    VYBORNY, CJ
    MACMAHON, H
    JOKICH, PM
    [J]. MEDICAL PHYSICS, 1987, 14 (04) : 538 - 548
  • [5] DIGITAL MAMMOGRAPHY - ROC STUDIES OF THE EFFECTS OF PIXEL SIZE AND UNSHARP-MASK FILTERING ON THE DETECTION OF SUBTLE MICROCALCIFICATIONS
    CHAN, HP
    VYBORNY, CJ
    MACMAHON, H
    METZ, CE
    DOI, K
    SICKLES, EA
    [J]. INVESTIGATIVE RADIOLOGY, 1987, 22 (07) : 581 - 589
  • [6] CHAN HP, 1988, INVEST RADIOL, V23, P664
  • [7] MAXIMUM-LIKELIHOOD ESTIMATION OF PARAMETERS OF SIGNAL-DETECTION THEORY AND DETERMINATION OF CONFIDENCE INTERVALS - RATING-METHOD DATA
    DORFMAN, DD
    ALF, E
    [J]. JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1969, 6 (03) : 487 - &
  • [8] GUISS LW, 1960, CANCER, V13, P91, DOI 10.1002/1097-0142(196001/02)13:1<91::AID-CNCR2820130117>3.0.CO
  • [9] 2-K
  • [10] AUTOMATED MANAGEMENT OF SCREENING AND DIAGNOSTIC MAMMOGRAPHY
    HAUG, PJ
    [J]. RADIOLOGY, 1987, 164 (03) : 747 - 752