Miao Shumei, Jing Mang, Sheng Rongrong, Cui Dai, Lu Shan, Zhang Xin, Jing Shenqi, Zhang Xiaoliang, Shan Tao, Shan Hongwei, Xu Tingyu, Wang Bing, Wang Zhongmin, Liu Yun
Department of Information, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210096, China.
Department of Medical Informatics, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing 211166, China.
Gland Surg. 2020 Jun;9(3):653-660. doi: 10.21037/gs.2020.04.03.
Thyroid cancer is a common endocrine tumor, the incidence of which is increasing each year. Early diagnosis and treatment can effectively prevent thyroid cancer. This article uses Chinese's ultrasound reports to determine the value of early diagnosis.
The clinical data center of the First Affiliated Hospital of Nanjing Medical University was screened for patients diagnosed with a thyroid nodule, who had undergone a thyroid function test, ultrasound records and pathological assessment. A total of 811 patients with a total of 1,290 pathologically confirmed nodules (506 benign and 784 malignant) were enrolled. Logistic regression was used to analyze the variables that significantly affected malignant nodules. The sensitivity and specificity of ultrasound thyroid imaging-reporting and data system (TI-RADS) classification results for benign and malignant tumors were calculated.
The age of the patients had a very significant difference in the classification of benign and malignant nodules (P<0.001), and the marital status was significantly different (P<0.05). Gender and medical insurance had no significant effect (P>0.05). Thyroglobulin (TG), free thyroxine (FT4), and free triiodothyronine (FT3) had significant effects (P=0.003) on the incidence of malignant nodules in patients, while thyroid-stimulating hormone (TSH) had no significant effect (P>0.05). Ultrasound analysis showed a Youden's index of 78.97%, a positive predictive value of 93.20%, and a negative predicted value of 84.10% at the most excellent classification effect. The sensitivity was 89.0%, the specificity was 89.9%; much greater than the classification model based on the thyroid function test (sensitivity =80.6%, specificity =55.8%).
The present study verifies the effectiveness of using TI-RADS classification for diagnosis of benign and malignant thyroid nodules, and explores the use of new analysis methods for clinical data. To reduce dependence on the doctors, ultrasound image data and clinical phenotypic data can be further used to assist clinical decision making.
甲状腺癌是一种常见的内分泌肿瘤,其发病率逐年上升。早期诊断和治疗可有效预防甲状腺癌。本文利用中国人的超声报告来确定早期诊断的价值。
对南京医科大学第一附属医院临床数据中心进行筛查,选取诊断为甲状腺结节且进行过甲状腺功能检查、超声记录及病理评估的患者。共纳入811例患者,其1290个结节经病理确诊(506个良性,784个恶性)。采用逻辑回归分析对恶性结节有显著影响的变量。计算甲状腺超声影像报告和数据系统(TI-RADS)分类结果对良性和恶性肿瘤的敏感度和特异度。
患者年龄在良性和恶性结节分类中差异非常显著(P<0.001),婚姻状况差异显著(P<0.05)。性别和医保无显著影响(P>0.05)。甲状腺球蛋白(TG)、游离甲状腺素(FT4)和游离三碘甲状腺原氨酸(FT3)对患者恶性结节发生率有显著影响(P=0.003),而促甲状腺激素(TSH)无显著影响(P>0.05)。超声分析显示,在最佳分类效果下,约登指数为78.97%,阳性预测值为93.20%,阴性预测值为84.10%。敏感度为89.0%,特异度为89.9%;远高于基于甲状腺功能检查的分类模型(敏感度=80.6%,特异度=55.8%)。
本研究验证了使用TI-RADS分类诊断甲状腺良恶性结节的有效性,并探索了临床数据的新分析方法。为减少对医生的依赖,可进一步利用超声图像数据和临床表型数据辅助临床决策。