Comparison of ultrasound radiomics with conventional imaging models: diagnosis of central cervical lymph node metastasis in papillary thyroid carcinoma

Yun-xia Huang, Jin Zhou, Tongtong Liu, Yi Guo, Yuyang Tong, Jinhua Yu, Yuanyuan Wang, Min Chen, Shichong Zhou, Cai Chang
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Abstract

Objective To compare the difference of diagnostic ability between ultrasound radiomics (USR) and different conventional imaging models of central neck (Ⅵ) lymph node metastasis in papillary thyroid carcinoma (PTC). Methods A training set of 609 cases was set up. USR features were extracted and screened by USR method. A weighted formula was established to calculate the USR score of each patient by ultrasound image. The USR score of the best diagnostic ability was obtained by statistical method and set as the diagnostic criterion. A test set of 326 cases was established to compare the diagnostic ability of USR score with ultrasound (US), computed tomography (CT) and US combined CT. Results The accuracy, sensitivity, specificity, area under ROC curve and Youden index of USR score in test set were 0.804, 0.867, 0.770, 0.766, 0.533, respectively, which were significantly higher than the corresponding values of US, CT and US combined CT(all P=0.000). Conclusions USR score obtained with USR method can effectively predict lymph node metastasis in Ⅵ region of PTC. The diagnostic efficiency and clinical value of USR score were significantly higher than those of conventional medical imaging models. Key words: Ultrasonography; Radiomics; Papillary thyroid carcinoma; Lymph node metastasis; Central neck; Computer tomography
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超声放射组学与常规影像学模型的比较:诊断甲状腺乳头状癌中央颈淋巴结转移
目的比较超声放射组学(USR)与不同常规影像学模型对甲状腺乳头状癌(PTC)中央颈部(Ⅵ)淋巴结转移的诊断能力差异。方法建立609例患者的训练集。利用USR方法提取并筛选USR特征。建立加权公式,计算每位患者超声图像USR评分。采用统计学方法获得最佳诊断能力的USR评分作为诊断标准。建立326例试验集,比较USR评分与超声(US)、计算机断层扫描(CT)及USR联合CT的诊断能力。结果USR评分的准确度、灵敏度、特异度、ROC曲线下面积、约登指数分别为0.804、0.867、0.770、0.766、0.533,均显著高于US + CT及US联合CT的相应值(P均=0.000)。结论USR法获得的USR评分可有效预测Ⅵ区PTC的淋巴结转移。USR评分的诊断效率和临床价值均显著高于常规医学影像学模型。关键词:超声检查;Radiomics;甲状腺乳头状癌;淋巴结转移;中央的脖子;计算机断层摄影
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中华超声影像学杂志
中华超声影像学杂志 Medicine-Radiology, Nuclear Medicine and Imaging
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9126
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