Chest CT: Automated nodule detection and assessment of change over time - Preliminary experience

被引:175
作者
Ko, JP
Betke, M
机构
[1] Boston Univ, Dept Comp Sci, Boston, MA 02215 USA
[2] Massachusetts Gen Hosp, Dept Radiol, Boston, MA 02114 USA
关键词
computed tomography (CT); computer programs; image processing; computers; diagnostic aid; lung; nodule;
D O I
10.1148/radiology.218.1.r01ja39267
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
The authors developed a computer system that automatically identifies nodules at chest computed tomography, quantifies their diameter, and assesses for change in size at follow up. The automated nodule detection system identified 318 (86%) of 370 nodules in 16 studies (eight initial and eight follow-up studies) obtained in eight oncology patients with known nodules. Assessment of change in nodule size by the computer matched that by the thoracic radiologist (Spearman rank correlation coefficient, 0.932).
引用
收藏
页码:267 / 273
页数:7
相关论文
共 26 条
[1]   Computerized detection of pulmonary nodules on CT scans [J].
Armato, SG ;
Giger, ML ;
Moran, CJ ;
Blackburn, JT ;
Doi, K ;
MacMahon, H .
RADIOGRAPHICS, 1999, 19 (05) :1303-1311
[2]   Effect of an artificial neural network on radiologists' performance in the differential diagnosis of interstitial lung disease using chest radiographs [J].
Ashizawa, K ;
MacMahon, H ;
Ishida, T ;
Nakamura, K ;
Vyborny, CJ ;
Katsuragawa, S ;
Doi, K .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1999, 172 (05) :1311-1315
[3]   IMPROVEMENT IN RADIOLOGISTS DETECTION OF CLUSTERED MICROCALCIFICATIONS ON MAMMOGRAMS - THE POTENTIAL OF COMPUTER-AIDED DIAGNOSIS [J].
CHAN, HP ;
DOI, K ;
VYBORNY, CJ ;
SCHMIDT, RA ;
METZ, CE ;
LAM, KL ;
OGURA, T ;
WU, YZ ;
MACMAHON, H .
INVESTIGATIVE RADIOLOGY, 1990, 25 (10) :1102-1110
[4]   Improvement of radiologists' characterization of mammographic masses by using computer-aided diagnosis: An ROC study [J].
Chan, HP ;
Sahiner, B ;
Helvie, MA ;
Petrick, N ;
Roubidoux, MA ;
Wilson, TE ;
Adler, DD ;
Paramagul, C ;
Newman, JS ;
Sanjay-Gopal, S .
RADIOLOGY, 1999, 212 (03) :817-827
[5]  
Giger M, 1996, RADIOL CLIN N AM, V34, P565
[6]   COMPUTERIZED DETECTION OF PULMONARY NODULES IN COMPUTED-TOMOGRAPHY IMAGES [J].
GIGER, ML ;
BAE, KT ;
MACMAHON, H .
INVESTIGATIVE RADIOLOGY, 1994, 29 (04) :459-465
[7]   Neural networks for the analysis of small pulmonary nodules [J].
Henschke, CI ;
Yankelevitz, DF ;
Mateescu, I ;
Brettle, DW ;
Rainey, TG ;
Weingard, FS .
CLINICAL IMAGING, 1997, 21 (06) :390-399
[8]   Early Lung Cancer Action Project: overall design and findings from baseline screening [J].
Henschke, CI ;
McCauley, DI ;
Yankelevitz, DF ;
Naidich, DP ;
McGuinness, G ;
Miettinen, OS ;
Libby, DM ;
Pasmantier, MW ;
Koizumi, J ;
Altorki, NK ;
Smith, JP .
LANCET, 1999, 354 (9173) :99-105
[9]  
Horn B., 1986, Robot Vision, P69
[10]   Detection failures in spiral CT screening for lung cancer: Analysis of CT findings [J].
Kakinuma, R ;
Ohmatsu, H ;
Kaneko, M ;
Eguchi, K ;
Naruke, T ;
Nagai, K ;
Nishiwaki, Y ;
Suzuki, A ;
Moriyama, N .
RADIOLOGY, 1999, 212 (01) :61-66