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Automatic detection of pulmonary nodules at spiral CT: first clinical experience with a computer-aided diagnosis system

机译:螺旋CT自动检测肺结节:计算机辅助诊断系统的首次临床经验

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Abstract: We evaluated the practical application of a Computer-Aided Diagnosis (CAD) system for viewing spiral computed tomography (CT) of the chest low-dose screening examinations which includes an automatic detection of pulmonary nodules. A UNIX- based CAD system was developed including a detection algorithm for pulmonary nodules and a user interface providing an original axial image, the same image with nodules highlighted, a thin-slab MIP, and a cine mode. As yet, 26 CT examinations with 1625 images were reviewed in a clinical setting and reported by an experienced radiologist using both the CAD system and hardcopies. The CT studies exhibited 19 nodules found on the hardcopies in consensus reporting of 2 experienced radiologists. Viewing with the CAD system was more time consuming than using hardcopies (4.16 vs. 2.92 min) due to analyzing MIP and cine mode. The algorithm detected 49% (18/37) pulmonary nodules larger than 5 mm and 30% (21/70) of all nodules. It produced an average of 6.3 false positive findings per CT study. Most of the missed nodules were adjacent to the pleura. However, the program detected 6 nodules missed by the radiologists. Automatic nodule detection increases the radiologists's awareness of pulmonary lesions. Simultaneous display of axial image and thin-slab MIP makes the radiologist more confident in diagnosis of smaller pulmonary nodules. The CAD system improves the detection of pulmonary nodules at spiral CT. Lack of sensitivity and specificity is still an issue to be addressed but does not prevent practical use. !7
机译:摘要:我们评估了计算机辅助诊断(CAD)系统在胸部低剂量筛查检查中查看螺旋计算机断层扫描(CT)的实际应用,该检查包括自动检测肺结节。开发了基于UNIX的CAD系统,包括用于肺结节的检测算法和提供原始轴向图像,突出显示结节的相同图像,薄板MIP和电影模式的用户界面。迄今为止,已经在临床环境中对26幅CT扫描和1625张图像进行了检查,并由经验丰富的放射科医生使用CAD系统和硬拷贝进行报告。 CT研究显示在2名有经验的放射科医生的共识报告中,在硬拷贝上发现了19个结节。由于分析了MIP和电影模式,因此与使用硬拷贝相比,使用CAD系统进行查看要花费更多的时间(4.16 vs. 2.92分钟)。该算法检测到大于5毫米的49%(18/37)肺结节和所有结节的30%(21/70)。每个CT研究平均产生6.3个假阳性结果。大多数错过的结节与胸膜相邻。但是,该程序检测到放射科医生遗漏的6个结节。自动结节检测可提高放射科医生对肺部病变的认识。轴向图像和薄板MIP的同时显示使放射科医生对较小的肺结节的诊断更有信心。 CAD系统改善了螺旋CT上肺结节的检测。缺乏敏感性和特异性仍然是要解决的问题,但并不妨碍实际使用。 !7

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