Ultrasound-Based Radiomic Nomogram for Predicting Lateral Cervical Lymph Node Metastasis in Papillary Thyroid Carcinoma

被引:66
作者
Tong, Yuyang [1 ]
Li, Ji [2 ]
Huang, Yunxia [1 ]
Zhou, Jin [1 ]
Liu, Tongtong [3 ,4 ]
Guo, Yi [3 ,4 ]
Yu, Jinhua [3 ,4 ]
Zhou, Shichong [1 ]
Wang, Yuanyuan [3 ,4 ]
Chang, Cai [1 ]
机构
[1] Fudan Univ, Shanghai Canc Ctr, Shanghai Med Coll, Dept Ultrasound,Dept Oncol, 270 Dongan Rd, Shanghai 200032, Peoples R China
[2] Fudan Univ, Eye & ENT Hosp, Dept Radiat Oncol, Shanghai 200032, Peoples R China
[3] Fudan Univ, Dept Elect Engn, Shanghai 200433, Peoples R China
[4] Key Lab Med Imaging Comp & Comp Assisted Interven, Shanghai 200433, Peoples R China
基金
中国国家自然科学基金;
关键词
Ultrasound; Radiomics; Nomogram; Lymph node metastasis; Papillary thyroid carcinoma; PREOPERATIVE PREDICTION; CANCER PATIENTS; MANAGEMENT; DIAGNOSIS; FORCE;
D O I
10.1016/j.acra.2020.07.017
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Rationale and Objectives: Accurate preoperative identification of lateral cervical lymph node metastasis (LNM) is important for decision making and clinical management of patients with papillary thyroid carcinoma (PTC). The aim of this study was to develop an ultrasound (US)-based radiomic nomogram to preoperatively predict the lateral LNM in PTC patients. Methods: In this retrospective study, a total of 886 patients were enrolled and randomly divided into 2 groups. Radiomic features were extracted from the preoperative US images. A radiomic signature was constructed using the least absolute shrinkage and selection operator algorithm in the training set. Multivariate logistic regression was performed to develop the radiomic nomogram, which incorporating the radiomic signature and the selected clinical characteristics. The performance of the nomogram was assessed by its discrimination, calibration, and clinical usefulness in both the training and validation sets. Results: The radiomic signature was significantly associated with the lateral LNM in both cohorts (p< 0.001). The nomogram that consisted of radiomic signature, US-reported cervical lymph node (CLN) status, and CT-reported CLN status demonstrated good discrimination and calibration in the training and validation sets with an AUC of 0.946 and 0.914, respectively. The decision curve analysis indicated that the radiomic nomogram was worthy of clinical application. Conclusion: The radiomic nomogram proposed here has good performance for noninvasively predicting the lateral LNM and might be used to facilitate clinical decision-making and potentially improve the survival outcome in selected patients.
引用
收藏
页码:1675 / 1684
页数:10
相关论文
共 35 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   A Clinical Decision Support System Using Ultrasound Textures and Radiologic Features to Distinguish Metastasis From Tumor-Free Cervical Lymph Nodes in Patients With Papillary Thyroid Carcinoma [J].
Ardakani, Ali Abbasian ;
Reiazi, Reza ;
Mohammadi, Afshin .
JOURNAL OF ULTRASOUND IN MEDICINE, 2018, 37 (11) :2527-2535
[3]   Clinical Risk Factors Associated with Cervical Lymph Node Recurrence in Papillary Thyroid Carcinoma [J].
Baek, Seung-Kuk ;
Jung, Kwang-Yoon ;
Kang, Sun-Mook ;
Kwon, Soon-Young ;
Woo, Jeong-Soo ;
Cho, Seung-Hyun ;
Chung, Eun-Jae .
THYROID, 2010, 20 (02) :147-152
[4]   CONVENTIONAL ULTRASOUND, IMMUNOHISTOCHEMICAL FACTORS AND BRAFV600E MUTATION IN PREDICTING CENTRAL CERVICAL LYMPH NODE METASTASIS OF PAPILLARY THYROID CARCINOMA [J].
Chen, Jie ;
Li, Xiao-Long ;
Zhao, Chong-Ke ;
Wang, Dan ;
Wang, Qiao ;
Li, Ming-Xu ;
Wei, Qing ;
Ji, Guo ;
Xu, Hui-Xiong .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2018, 44 (11) :2296-2306
[5]   Value of Qualitative and Quantitative Contrast-Enhanced Ultrasound Analysis in Preoperative Diagnosis of Cervical Lymph Node Metastasis From Papillary Thyroid Carcinoma [J].
Chen, Lei ;
Chen, Luzeng ;
Liu, Jinghua ;
Wang, Bin ;
Zhang, Hui .
JOURNAL OF ULTRASOUND IN MEDICINE, 2020, 39 (01) :73-81
[6]   Cancer Statistics in China, 2015 [J].
Chen, Wanqing ;
Zheng, Rongshou ;
Baade, Peter D. ;
Zhang, Siwei ;
Zeng, Hongmei ;
Bray, Freddie ;
Jemal, Ahmedin ;
Yu, Xue Qin ;
He, Jie .
CA-A CANCER JOURNAL FOR CLINICIANS, 2016, 66 (02) :115-132
[7]   Preoperative Staging of Papillary Thyroid Carcinoma: Comparison of Ultrasound Imaging and CT [J].
Choi, Ji Soo ;
Kim, Jinna ;
Kwak, Jin Young ;
Kim, Min Jung ;
Chang, Hang Seok ;
Kim, Eun-Kyung .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2009, 193 (03) :871-878
[8]  
Choudhury P, 2017, CURR RADIOPHARM, V10, P166, DOI 10.2174/1874471010666170728094008
[9]   Revised American Thyroid Association Management Guidelines for Patients with Thyroid Nodules and Differentiated Thyroid Cancer [J].
Cooper, David S. ;
Doherty, Gerard M. ;
Haugen, Bryan R. ;
Kloos, Richard T. ;
Lee, Stephanie L. ;
Mandel, Susan J. ;
Mazzaferri, Ernest L. ;
McIver, Bryan ;
Pacini, Furio ;
Schlumberger, Martin ;
Sherman, Steven I. ;
Steward, David L. ;
Tuttle, R. Michael .
THYROID, 2009, 19 (11) :1167-1214
[10]   Micrometastases in thyroid cancer. An important finding? [J].
Cranshaw, Isaac M. ;
Carnaille, Bruno .
SURGICAL ONCOLOGY-OXFORD, 2008, 17 (03) :253-258