Computer-aided diagnosis system for bone scintigrams from Japanese patients: importance of training database

被引:44
作者
Horikoshi, Hiroyuki [2 ]
Kikuchi, Akihiro [1 ]
Onoguchi, Masahisa [1 ]
Sjostrand, Karl [3 ]
Edenbrandt, Lars [4 ]
机构
[1] Kanazawa Univ, Coll Med Pharmaceut & Hlth Sci, Sch Hlth Sci, Div Hlth Sci,Grad Sch Med Sci, Kanazawa, Ishikawa 9200942, Japan
[2] Gunma Prefectural Canc Ctr, Dept Diagnost Radiol, Ota, Gunma 3730828, Japan
[3] Tech Univ Denmark, DK-2800 Copenhagen, Denmark
[4] Gothenburg Univ, Sahlgrenska Acad, Dept Mol & Clin Med, S-40530 Gothenburg, Sweden
关键词
Computer-aided diagnosis; Bone scintigram; Bone metastases; Artificial neural networks; DECISION-SUPPORT-SYSTEM; FEATURES; DISEASE; SCANS;
D O I
10.1007/s12149-012-0620-5
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
Computer-aided diagnosis (CAD) software for bone scintigrams have recently been introduced as a clinical quality assurance tool. The purpose of this study was to compare the diagnostic accuracy of two CAD systems, one based on a European and one on a Japanese training database, in a group of bone scans from Japanese patients. The two CAD software are trained to interpret bone scans using training databases consisting of bone scans with the desired interpretation, metastatic disease or not. One software was trained using 795 bone scans from European patients and the other with 904 bone scans from Japanese patients. The two CAD softwares were evaluated using the same group of 257 Japanese patients, who underwent bone scintigraphy because of suspected metastases of malignant tumors in 2009. The final diagnostic results made by clinicians were used as gold standard. The Japanese CAD software showed a higher specificity and accuracy compared to the European CAD software [81 vs. 57 % (p < 0.05) and 82 vs. 61 % (p < 0.05), respectively]. The sensitivity was 90 % for the Japanese CAD software and 83 % for the European CAD software (n.s). The CAD software trained with a Japanese database showed significantly higher performance than the corresponding CAD software trained with a European database for the analysis of bone scans from Japanese patients. These results could at least partly be caused by the physical differences between Japanese and European patients resulting in less influence of attenuation in Japanese patients and possible different judgement of count intensities of hot spots.
引用
收藏
页码:622 / 626
页数:5
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