Effectiveness of computer aided detection for solitary pulmonary nodules

Jiayong Yan; Wenjie Li; Xiangying Du; Huihai Lu; Jianrong Xu; Mantao Xu; Dongdong Rong

doi:10.1117/12.804716

12 March 2009 Effectiveness of computer aided detection for solitary pulmonary nodules

Jiayong Yan, Wenjie Li, Xiangying Du, Huihai Lu, Jianrong Xu, Mantao Xu, Dongdong Rong

Proceedings Volume 7263, Medical Imaging 2009: Image Perception, Observer Performance, and Technology Assessment; 72631P (2009) https://doi.org/10.1117/12.804716
Event: SPIE Medical Imaging, 2009, Lake Buena Vista (Orlando Area), Florida, United States

Abstract

This study is to investigate the incremental effect of using a high performance computer-aided detection (CAD) system in detection of solitary pulmonary nodules in chest radiographs. The Kodak Chest CAD system was evaluated by a panel of six radiologists at different levels of experience. The observer study consisted of two independent phases: readings without CAD and readings with assistance of CAD. The study was conducted over a set of chest radiographs comprising 150 cancer cases and 150 cancer-free cases. The actual sensitivity of the CAD system is 72% with 3.7 false positives per case. Receiver operating characteristic (ROC) analysis was used to assess the overall observer performance. The AUZ (area under ROC curve) showed a significantly improvement (P=0.0001) from 0.844 to 0.884 after using CAD. The ROC analysis was also applied for observer performances on nodules in different sizes and visibilities. The average AUZs are improved from 0.798 to 0.835 (P=0.0003) for 5-10mm nodules, 0.853 to 0.907 (P=0.001) for 10-15mm nodules, 0.864 to 0.897 (P=0.051) for 15-20 mm nodules and 0.859 to 0.896 (P=0.0342) for 20-30mm nodules, respectively. For different visibilities, the average AUZs are improved from 0.886 to 0.915 (P=0.0337), 0.803 to 0.840 (P=0.063), 0.830 to 0.893 (P=0.0001), and 0.813 to 0.847 (P=0.152), for nodules clearly visible, hidden by ribs, partially overlap with ribs, and overlap with other structures, respectively. These results showed that observer performance could be greatly improved when the CAD system is employed as a second reader, especially for small nodules and nodules occluded by ribs.

Citation Download Citation

Jiayong Yan, Wenjie Li, Xiangying Du, Huihai Lu, Jianrong Xu, Mantao Xu, and Dongdong Rong "Effectiveness of computer aided detection for solitary pulmonary nodules", Proc. SPIE 7263, Medical Imaging 2009: Image Perception, Observer Performance, and Technology Assessment, 72631P (12 March 2009); https://doi.org/10.1117/12.804716

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