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甲状腺结节超声检查的计算机辅助诊断系统:计算机辅助诊断与111名放射科医生之间的诊断性能差异

Computer-aided diagnosis system of thyroid nodules ultrasonography: Diagnostic performance difference between computer-aided diagnosis and 111 radiologists.

作者信息

Li Tingting, Jiang Zirui, Lu Man, Zou Shibin, Wu Minggang, Wei Ting, Wang Lu, Li Juan, Hu Ziyue, Cheng Xueqing, Liao Jifen

机构信息

Ultrasound Medical Center, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.

Electrical and computer Engineering, University of Wisconsin Madison, Madison, Wisconsin.

出版信息

Medicine (Baltimore). 2020 Jun 5;99(23):e20634. doi: 10.1097/MD.0000000000020634.

Abstract

To evaluate the diagnostic efficiency of computer-aided diagnosis (CAD) system and 111 radiologists with different experience in identifying benign and malignant thyroid nodules, and to summarize the ultrasound features that may affect the diagnostic of CAD and radiologists.Fifty thyroid nodules and 111 radiologists were enrolled in this study. All the 50 nodules were diagnosed by the 111 radiologists and the CAD system simultaneously. The diagnostic performance of the CAD system, senior and junior radiologists with the maximum accuracy were calculated and compared. Interobserver agreement for different ultrasound characteristics between the CAD and senior radiologist were analyzed.CAD system showed a higher specificity than junior radiologist (87.5% vs 70.4%, P = .03), and a lower sensitivity than the senior radiologist and junior radiologist but the statistics were not significant (76.9% vs 86.9%, P > .5; 76.9% vs 82.6%, P > .5). The CAD system and senior radiologist got larger AUC than junior radiologist but the differences were not statistically significant (0.82 vs 0.76, respectively; P = .5). The interobserver agreement for the US characteristics between the CAD system and senior radiologist were: substantial agreement for hypoechoic and taller than wide (kappa value = 0.66, 0.78), and moderate agreement for irregular margin and micro-calcifications (kappa value = 0.52, 0.42).The CAD system achieved equal diagnostic accuracy to the senior radiologists and higher accuracy than the junior radiologists. The interobserver agreements in the US features between the CAD system and senior radiologist were substantial agreement for hypoechoic and taller than wide; moderate agreement for irregular margin and micro-calcifications. The location of a thyroid nodule and the feature of macrocalcification with wide acoustic shadow may influence the analysis of the CAD system.

摘要

评估计算机辅助诊断(CAD)系统以及111名具有不同经验的放射科医生鉴别甲状腺良恶性结节的诊断效能,并总结可能影响CAD和放射科医生诊断的超声特征。本研究纳入了50个甲状腺结节和111名放射科医生。所有50个结节由111名放射科医生和CAD系统同时进行诊断。计算并比较CAD系统、经验丰富和经验不足的放射科医生的最高诊断准确率。分析CAD系统与经验丰富的放射科医生之间不同超声特征的观察者间一致性。CAD系统显示出比经验不足的放射科医生更高的特异性(87.5%对70.4%,P = 0.03),但敏感性低于经验丰富的放射科医生和经验不足的放射科医生,不过差异无统计学意义(76.9%对86.9%,P > 0.5;76.9%对82.6%,P > 0.5)。CAD系统和经验丰富的放射科医生的曲线下面积(AUC)比经验不足的放射科医生大,但差异无统计学意义(分别为0.82对0.76;P = 0.5)。CAD系统与经验丰富的放射科医生之间超声特征的观察者间一致性为:低回声和纵横比大于1为高度一致(kappa值 = 0.66,0.78);边界不规则和微钙化中度一致(kappa值 = 0.52,0.42)。CAD系统的诊断准确率与经验丰富的放射科医生相当,高于经验不足的放射科医生。CAD系统与经验丰富的放射科医生之间超声特征的观察者间一致性为:低回声和纵横比大于1为高度一致;边界不规则和微钙化中度一致。甲状腺结节的位置以及伴有宽声影的粗大钙化特征可能会影响CAD系统的分析。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4c4/7306365/47b539b2b6a9/medi-99-e20634-g003.jpg

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