The superior value of radiomics to sonographic assessment for ultrasound-based evaluation of extrathyroidal extension in papillary thyroid carcinoma: a retrospective study

doi:10.2478/raon-2024-0040

科研成果详情

题名	The superior value of radiomics to sonographic assessment for ultrasound-based evaluation of extrathyroidal extension in papillary thyroid carcinoma: a retrospective study
作者	Zhu, Hui1; Luo, Hongxia1; Li, Yanyan1; Zhang, Yuhua1; Wu, Zhijing 2; Yang, Yan1
发表日期	2024-09-01
发表期刊	Radiology and Oncology 影响因子和分区
语种	英语
原始文献类型	Article
关键词	ultrasonic radiomics extrathyroidal extension sonography papillary thyroid carcinoma
其他关键词	NODE-METASTASIS ; CANCER ; MRI
摘要	Background. Extrathyroidal extension was related with worse survival for patients with papillary thyroid carcinoma. For its preoperative evaluation, we measured and compared the predicting value of sonographic method and ultrasonic radiomics method in nodules of papillary thyroid carcinoma. Patients and methods. Data from 337 nodules were included and divided into training group and validation group. For ultrasonic radiomics method, a best model was constructed based on clinical characteristics and ultrasonic radiomic features. The predicting value was calculated then. For sonographic method, the results were calculated using all samples. Results. For ultrasonic radiomics method, we constructed 9 models and selected the extreme gradient boosting model for its highest accuracy (0.77) and area under curve (0.813) in validation group. The accuracy and area under curve of sonographic method was 0.70 and 0.569. Meanwhile. We found that the top-6 important features of xgboost model included no clinical characteristics, all of whom were high-dimensional radiomic features. Conclusions. The study showed the superior value of ultrasonic radiomics method to sonographic method for preoperative detection of extrathyroidal extension in papillary thyroid carcinoma. Furthermore, high-dimensional radiomic features were more important than clinical characteristics.
资助项目	Project of Wenzhou Science and Technology Bureau [Y20211029]; Natural Science Foundation of Zhejiang Province [LSY19H180008]
出版者	SCIENDO
ISSN	1318-2099
EISSN	1581-3207
卷号	58 期号:3 页码:386-396
DOI	10.2478/raon-2024-0040
页数	11
WOS类目	Oncology ; Radiology, Nuclear Medicine & Medical Imaging
WOS研究方向	Oncology ; Radiology, Nuclear Medicine & Medical Imaging
WOS记录号	WOS:001314574600015
收录类别	SCIE ; SCOPUS ; PUBMED
URL	查看原文
PubMed ID	3928716
SCOPUSEID	2-s2.0-85204417429
通讯作者地址	[Yang, Yan]Wenzhou Med Univ, Affiliated Hosp 2, Dept Ultrasound, Wenzhou, Peoples R China.
Scopus学科分类	Oncology;Radiology, Nuclear Medicine and Imaging
SCOPUS_ID	SCOPUS_ID:85204417429
引用统计
文献类型	期刊论文
条目标识符	https://kms.wmu.edu.cn/handle/3ETUA0LF/218657
专题	附属第二医院第二临床医学院、附属第二医院、育英儿童医院附属第二医院_超声影像科
通讯作者	Yang, Yan
作者单位	1.Wenzhou Med Univ, Affiliated Hosp 2, Dept Ultrasound, Wenzhou, Peoples R China; 2.UCL, Dept Stat Sci, London, England
第一作者单位	附属第二医院; 第二临床医学院，附属第二医院、育英儿童医院; 超声影像科
通讯作者单位	附属第二医院; 第二临床医学院，附属第二医院、育英儿童医院; 超声影像科
第一作者的第一单位	附属第二医院
推荐引用方式 GB/T 7714	Zhu, Hui,Luo, Hongxia,Li, Yanyan,et al. The superior value of radiomics to sonographic assessment for ultrasound-based evaluation of extrathyroidal extension in papillary thyroid carcinoma: a retrospective study[J]. Radiology and Oncology,2024,58(3):386-396.
APA	Zhu, Hui, Luo, Hongxia, Li, Yanyan, Zhang, Yuhua, Wu, Zhijing, & Yang, Yan. (2024). The superior value of radiomics to sonographic assessment for ultrasound-based evaluation of extrathyroidal extension in papillary thyroid carcinoma: a retrospective study. Radiology and Oncology, 58(3), 386-396.
MLA	Zhu, Hui,et al."The superior value of radiomics to sonographic assessment for ultrasound-based evaluation of extrathyroidal extension in papillary thyroid carcinoma: a retrospective study".Radiology and Oncology 58.3(2024):386-396.