Development of a Clinical-Radiomics Nomogram That Used Contrast-Enhanced Ultrasound Images to Anticipate the Occurrence of Preoperative Cervical Lymph Node Metastasis in Papillary Thyroid Carcinoma Patients

被引:2
|
作者
Wei, Tianjun [1 ,2 ]
Wei, Wei [2 ]
Ma, Qiang [2 ]
Shen, Zhongbing [2 ]
Lu, Kebing [2 ]
Zhu, Xiangming [1 ,2 ]
机构
[1] Anhui Med Univ, Sch Continuing Educ, 81 Meishan Rd, Hefei 230032, Anhui, Peoples R China
[2] Wannan Med Coll, Affiliated Hosp 1, Dept Ultrasound, Wuhu 241001, Peoples R China
关键词
lymph node metastasis; radiomics; papillary thyroid carcinoma; contrast -enhanced ultrasound; B -mode ultrasound; DIAGNOSTIC PERFORMANCE; COMPUTED-TOMOGRAPHY; PREDICTION; NODULES; CANCER; CEUS;
D O I
10.2147/IJGM.S424880
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background and Objectives: Papillary thyroid carcinoma (PTC) is a prevalent histological type of thyroid cancer; however, noninvasive assessment of cervical lymph node metastasis (LNM) poses a challenge. This study aims to develop a novel clinicalradiomics nomogram that utilizes ultrasound (US) images to predict the presence of cervical LNM metastasis in patients with PTC. Methods: A total of 423 patients with PTC were recruited to participate in this study between January 2020 and December 2022, of which 282 were classified into the training group and 141 patients were classified into the validation set. Contrast-enhanced ultrasound (CEUS) and B-mode ultrasound (BMUS) images were subjected to radiomic analysis, leading to the extraction of 912 radiomic features. Thereafter, a radiomics score (Radscore) was developed to effectively integrate the information derived from BMUS and CEUS modalities. Univariate and multivariate backward stepwise logistic regression analysis techniques were used to construct the clinical and clinical-radiomics models, respectively. Results: The findings revealed that the clinical-radiomics nomogram incorporated age, sex, CEUS Radscore, and US-reported LNM as risk factors. The nomogram demonstrated good performance using data from the training (AUC = 0.891) and validation (AUC = 0.870) sets. The decision curve analysis implied that this nomogram exhibited good clinical utility, which was further supported by the results of the calibration curves and Hosmer-Lemeshow test. Conclusion: The CEUS Radscore-based clinical radiomics nomogram could serve as a valuable tool for predicting cervical LNM metastasis in patients with PTC, thereby tailoring individualized treatment strategies for them.
引用
收藏
页码:3921 / 3932
页数:12
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