Polypoid lesions of airways: Early experience with computer-assisted detection by using virtual bronchoscopy and surface curvature

被引:60
作者
Summers, RM
Selbie, WS
Malley, JD
Pusanik, LM
Dwyer, AJ
Courcoutsakis, NA
Shaw, DJ
Kleiner, DE
Sneller, MC
Langford, CA
Holland, SM
Shelhamer, JH
机构
[1] Natl Inst Deafness & Other Commun Disorders, Dept Diagnost Radiol, Warren Grant Magnuson Clin Ctr, Voice & Speech Sect,NIH, Bethesda, MD 20892 USA
[2] Natl Inst Deafness & Other Commun Disorders, Div Crit Care Med, Warren Grant Magnuson Clin Ctr, Voice & Speech Sect,NIH, Bethesda, MD 20892 USA
[3] NIH, Off Assistant Director, Div Comp Res & Technol, Bethesda, MD 20892 USA
[4] NIH, Pathol Lab, Bethesda, MD 20892 USA
[5] NIAID, NIH, Bethesda, MD 20892 USA
关键词
bronchi; CT; neoplasms; computers; diagnostic aid;
D O I
10.1148/radiology.208.2.9680555
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
PURPOSE: To test the application of a technique developed by the authors for the computer-assisted diagnosis of polypoid airway lesions from surface-rendered virtual bronchoscopic reconstructions. MATERIALS AND METHODS: A computer algorithm was developed to detect polypoid airway lesions by means of segmentation of the bronchial surface with curvature classification. This method was tested with a bronchial phantom, five cadaveric lung specimens, and virtual bronchoscopic studies in 16 patients. RESULTS: For the patient studies, the sensitivity and specificity of the method were 47%-88% and 58%-89%, respectively, depending on the value of an adjustable parameter (the mean curvature threshold). The sensitivity increased (by 20% to 34%) when only lesions larger than 5 mm in diameter were considered. CONCLUSION: With this method, polypoid airway lesions can be detected automatically, although false-positive diagnoses present an important limitation.
引用
收藏
页码:331 / 337
页数:7
相关论文
共 20 条
[1]  
Besl P.J., 1988, Surfaces in Range Image Understanding, V1th
[2]   SEGMENTATION THROUGH VARIABLE-ORDER SURFACE FITTING [J].
BESL, PJ ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (02) :167-192
[3]   Using a deformable surface model to obtain a shape representation of the cortex [J].
Davatzikos, C ;
Bryan, RN .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (06) :785-795
[4]  
DIERCKX P., 1993, Monographs on Numerical Analysis
[5]  
Dill J. C., 1981, Computer Graphics, V15, P153, DOI 10.1145/965161.806801
[6]  
do Carmo M., 2016, Differential Geometry of Curves and Surfaces, Vsecond
[7]  
Eisenhart LP., 1947, Systems of Partial Differential Equations of the First Order, Mixed Systems
[8]  
Kreyszig E., 1959, DIFFERENTIAL GEOMETR
[9]  
LIPSCHUTZ MM, 1969, THEORY PROBLEMS DIFF
[10]   Tumors of the trachea [J].
McCarthy, MJ ;
Rosado-de-Christenson, ML .
JOURNAL OF THORACIC IMAGING, 1995, 10 (03) :180-198