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用于日本患者骨闪烁扫描图像的计算机辅助诊断系统:训练数据库的重要性。

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

机构信息

Department of Diagnostic Radiology, Gunma Prefectural Cancer Center, Takabayashi Nishimachi 617-1, Ota, Gunma, 373-0828, Japan.

出版信息

Ann Nucl Med. 2012 Oct;26(8):622-6. doi: 10.1007/s12149-012-0620-5. Epub 2012 Jun 24.

Abstract

AIM

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.

METHOD

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.

RESULTS

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).

CONCLUSION

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.

摘要

目的

计算机辅助诊断(CAD)软件最近已被引入作为骨闪烁扫描的临床质量保证工具。本研究的目的是比较两种 CAD 系统在一组日本患者的骨扫描中的诊断准确性,这两种 CAD 系统中的一种基于欧洲培训数据库,另一种基于日本培训数据库。

方法

这两种 CAD 软件都经过培训,可以使用包含所需解释的骨扫描的训练数据库来解释骨扫描,即转移性疾病或非转移性疾病。一种软件使用来自欧洲患者的 795 张骨扫描进行培训,另一种软件使用来自日本患者的 904 张骨扫描进行培训。使用同组 2009 年因怀疑恶性肿瘤转移而接受骨闪烁扫描的 257 名日本患者评估这两种 CAD 软件。临床医生的最终诊断结果被用作金标准。

结果

与欧洲 CAD 软件相比,日本 CAD 软件显示出更高的特异性和准确性[81%对 57%(p<0.05)和 82%对 61%(p<0.05)]。日本 CAD 软件的灵敏度为 90%,欧洲 CAD 软件的灵敏度为 83%(无统计学差异)。

结论

用日本数据库训练的 CAD 软件在分析日本患者的骨扫描时,其性能明显优于用欧洲数据库训练的相应 CAD 软件。这些结果至少部分可以归因于日本和欧洲患者之间的身体差异,导致日本患者的衰减影响较小,以及热点计数强度的判断可能不同。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1b8/3475966/11f7d75fd8ed/12149_2012_620_Fig1_HTML.jpg

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