POTENTIAL USEFULNESS OF COMPUTERIZED NODULE DETECTION IN SCREENING PROGRAMS FOR LUNG-CANCER

被引:40
作者
MATSUMOTO, T [1 ]
YOSHIMURA, H [1 ]
GIGER, ML [1 ]
DOI, K [1 ]
MACMAHON, H [1 ]
MONTNER, SM [1 ]
NAKANISHI, T [1 ]
机构
[1] UNIV CHICAGO,DEPT RADIOL,KURT ROSSMANN LABS RADIOL IMAGE RES,CHICAGO,IL 60637
关键词
COMPUTER-AIDED DIAGNOSIS; DIGITAL CHEST RADIOGRAPHYS; LUNG NODULES;
D O I
10.1097/00004424-199206000-00013
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
RATIONALE AND OBJECTIVE. To alert radiologists to possible nodule locations and subsequently to reduce the number of false-negative diagnoses, the authors are developing a computer-aided diagnostic (CAD) scheme for the detection of lung nodules in digital chest images. METHODS. A computer-vision scheme was applied to photofluorographic films obtained in a mass survey for detection of asymptomatic lung cancer in Japan. Ninety-five patients with abnormal test results who had primary and metastatic lung cancers and 103 patients with normal test results were included. RESULTS. The sensitivity of the computer output was comparable with that of physicians in this mass survey (62%). The computer detected approximately 40% of all nodules missed in the mass survey, but missed 17 true-positive results identified in the mass survey. The CAD scheme produced an average of 15 false-positive findings per image. CONCLUSION. If the number of false-positive results can be significantly reduced, computer-vision schemes such as this may have a role in lung cancer screening programs.
引用
收藏
页码:471 / 475
页数:5
相关论文
共 12 条
  • [1] LUNG-CANCER SCREENING - THE MAYO PROGRAM
    FONTANA, RS
    SANDERSON, DR
    WOOLNER, LB
    TAYLOR, WF
    MILLER, WE
    MUHM, JR
    [J]. JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL MEDICINE, 1986, 28 (08) : 746 - 750
  • [2] FORREST JV, 1981, WESTERN J MED, V134, P485
  • [3] IMAGE FEATURE ANALYSIS AND COMPUTER-AIDED DIAGNOSIS IN DIGITAL RADIOGRAPHY .3. AUTOMATED DETECTION OF NODULES IN PERIPHERAL LUNG FIELDS
    GIGER, ML
    DOI, K
    MACMAHON, H
    [J]. MEDICAL PHYSICS, 1988, 15 (02) : 158 - 166
  • [4] PULMONARY NODULES - COMPUTER-AIDED DETECTION IN DIGITAL CHEST IMAGES
    GIGER, ML
    DOI, K
    MACMAHON, H
    METZ, CE
    YIN, FF
    [J]. RADIOGRAPHICS, 1990, 10 (01) : 41 - 51
  • [5] IKEDA S, 1985, LUNG CANCER, V25, P283
  • [6] KONO M, 1985, JPN J CLIN RADIOL, V30, P945
  • [7] COMPUTER-AIDED DIAGNOSIS IN CHEST RADIOLOGY
    MACMAHON, H
    DOI, K
    CHAN, HP
    GIGER, ML
    KATSURAGAWA, S
    NAKAMORI, N
    [J]. JOURNAL OF THORACIC IMAGING, 1990, 5 (01) : 67 - 76
  • [8] LUNG-CANCER DETECTED DURING A SCREENING-PROGRAM USING 4-MONTH CHEST RADIOGRAPHS
    MUHM, JR
    MILLER, WE
    FONTANA, RS
    SANDERSON, DR
    UHLENHOPP, MA
    [J]. RADIOLOGY, 1983, 148 (03) : 609 - 615
  • [9] NAIDICHI DP, 1984, COMPUTED TOMOGRAPHY
  • [10] SODA H, 1989, Japanese Journal of Chest Diseases, V48, P890