首页|超声影像组学诺模图预测甲状腺乳头状癌淋巴结转移的价值

超声影像组学诺模图预测甲状腺乳头状癌淋巴结转移的价值

Predictive Value of Ultrasound Radiomics Nomogram of Lymph Node Metastasis in Papillary Thyroid Carcinoma

扫码查看
目的 探讨超声影像组学诺模图预测甲状腺乳头状癌(PTC)淋巴结转移(LNM)的价值.资料与方法 回顾性分析2021 年 3 月—2022 年 1 月山西医科大学第一医院 400 例经手术病理证实且术前行超声扫查的PTC,以 7∶3 随机分为训练组(n=280)和验证组(n=120).使用单因素分析患者临床特征与 LNM 的关系,多因素逻辑回归构建临床模型.基于术前超声图像共提取 3 348 个特征,筛选有效特征后采用逻辑回归建立影像组学模型.联合临床危险因素和影像组学评分构建诺模图,使用受试者工作特征曲线和决策曲线评估各模型预测PTC发生LNM的诊断性能和临床收益.结果 年龄、原发灶大小、甲状腺结节超声恶性危险分层中国指南及超声报告LNM是LNM的独立危险因素(t/χ2=2.938、55.923、30.081、34.639,P均<0.05).超声影像组学诺模图预测PTC发生LNM的曲线下面积在训练组和验证组分别为0.860、0.847;在43%~85%阈值范围联合模型临床获益最高.结论 超声影像组学诺模图对预测PTC发生LNM具有一定价值.
Purpose To investigate the value of ultrasound radiomics nomogram in predicting lymph node metastasis(LNM)of papillary thyroid carcinoma(PTC).Materials and Methods A retrospective analysis was conducted on 400 cases of PTC in the First Hospital of Shanxi Medical University from March 2021 to January 2022 confirmed by surgery and pathology,all of which underwent preoperative ultrasound examination,and were randomly divided into training cohort(n=280)and testing cohort(n=120)in a ratio of 7∶3.The relationship between ultrasound clinical features and LNM was evaluated via univariate analysis and a clinical model was established via multivariable Logistic regression.A total of 3 348 features were extracted from preoperative ultrasound images.Pearson correlation coefficient was used to screen the features,and Logistic regression was used to establish the radiomics model.Clinical risk factors and rad scores were combined to construct the nomogram,and the receiver operating characteristic curves and decision curve analysis were applied to evaluate the predictive efficacy and clinical benefit of each model for LNM of PTC.Results Age,primary lesion size,C-TIRADS and ultrasound-reported LNM were the independent risk factors for LNM(t/χ2=2.938,55.923,30.081,34.639,all P<0.05).The area under the curve of ultrasound radiomics nomogram to predict LNM of PTC in the training cohort and the testing cohort was 0.860 and 0.847,respectively;the combined model in 43%-85%had the highest clinical benefit.Conclusion Ultrasound radiomics nomogram has a certain value in predicting LNM of PTC.

Thyroid cancer,papillaryLymph node metastasisUltrasonographyRadiomicsNomogram

闫倩倩、赵育芳、刘利平、陈武、杨国强

展开 >

山西医科大学第一医院影像科,山西 太原 030001

山西省肿瘤医院,中国医学科学院肿瘤医院山西医院,山西医科大学附属肿瘤医院超声科,山西 太原 030013

山西医科大学第一医院超声科,山西 太原 030001

甲状腺癌,乳头状 淋巴结转移 超声检查 影像组学 诺模图

山西省基础研究计划项目山西省重点研发计划项目

202303021211204201903D321190

2024

中国医学影像学杂志
中国医学影像技术研究会

中国医学影像学杂志

CSTPCD北大核心
影响因子:1.37
ISSN:1005-5185
年,卷(期):2024.32(1)
  • 1
  • 2