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肺结节:使用形态匹配算法在CT图像上进行自动检测——初步结果

Pulmonary nodules: automated detection on CT images with morphologic matching algorithm--preliminary results.

作者信息

Bae Kyongtae T, Kim Jin-Sung, Na Yong-Hum, Kim Kwang Gi, Kim Jin-Hwan

机构信息

Mallinckrodt Institute of Radiology, Washington University School of Medicine, 510 S Kingshighway Blvd, St Louis, MO 63110, USA.

出版信息

Radiology. 2005 Jul;236(1):286-93. doi: 10.1148/radiol.2361041286. Epub 2005 Jun 13.

Abstract

Institutional review board approval was obtained. Informed patient consent was not required for this retrospective study, which involved review of previously obtained image data. Patient confidentiality was protected; the study was compliant with the Health Insurance Portability and Accountability Act. An automated pulmonary nodule detection program that takes advantage of three-dimensional volumetric data was developed and tested with multi-detector row computed tomographic (CT) images from 20 patients (13 men, seven women; age range, 40-75 years) with pulmonary nodules. A total of 164 nodules 3 mm in diameter and larger were detected by two radiologists in consensus and were used as a reference standard to evaluate the computer-aided detection (CAD) program. The CAD algorithm was structured to process nodules that were categorized into three types: isolated, juxtapleural, and juxtavascular. Overall sensitivity for nodule detection with the CAD program was 95.1% (156 of 164 nodules). The sensitivity according to nodule size was 91.2% (52 of 57 nodules) for nodules 3 mm to less than 5 mm and 97.2% (104 of 107 nodules) for nodules 5 mm and larger. The number of false-positive detections per patient was 6.9 for false nodule structures 3 mm and larger and 4.0 for false nodule structures 5 mm and larger.

摘要

本研究获得了机构审查委员会的批准。由于本回顾性研究涉及对先前获取的图像数据的审查,因此无需患者签署知情同意书。患者隐私得到了保护;该研究符合《健康保险流通与责任法案》。我们开发了一种利用三维容积数据的自动肺结节检测程序,并使用来自20例患有肺结节的患者(13名男性,7名女性;年龄范围40 - 75岁)的多排螺旋计算机断层扫描(CT)图像进行了测试。两名放射科医生一致检测出总共164个直径3毫米及以上的结节,并将其用作评估计算机辅助检测(CAD)程序的参考标准。CAD算法被构建用于处理分为三种类型的结节:孤立性、胸膜旁和血管旁。CAD程序检测结节的总体敏感性为95.1%(164个结节中的156个)。根据结节大小,3毫米至小于5毫米的结节的敏感性为91.2%(57个结节中的52个),5毫米及以上的结节的敏感性为97.2%(107个结节中的104个)。对于3毫米及以上的假结节结构,每位患者的假阳性检测数为6.9,对于5毫米及以上的假结节结构,每位患者的假阳性检测数为4.0。

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