Cervical spine osteoradionecrosis or bone metastasis after radiotherapy for nasopharyngeal carcinoma? The MRI-based radiomics for characterization

被引:23
|
作者
Zhong, Xi [1 ]
Li, Li [2 ]
Jiang, Huali [3 ]
Yin, Jinxue [1 ]
Lu, Bingui [1 ]
Han, Wen [1 ]
Li, Jiansheng [1 ]
Zhang, Jian [4 ]
机构
[1] Guangzhou Med Univ, Affiliated Canc Hosp & Inst, Dept Med Imaging, Guangzhou 510095, Peoples R China
[2] Guangzhou Med Univ, Affiliated Hosp 3, Dept Otolaryngol, Guangzhou 510150, Peoples R China
[3] Sun Yat Sen Univ, Tungwah Hosp, Dept Cardiovascularol, Dong Cheng East Rd, Dongguan 523110, Guangdong, Ecuador
[4] Guangzhou Med Univ, Affiliated Canc Hosp & Inst, Dept Radiat Oncol, Guangzhou 510095, Peoples R China
关键词
Magnetic resonance imaging; Nasopharyngeal carcinoma; Radiotherapy; Osteoradionecrosis; Radiomics; VERTEBRAL COMPRESSION FRACTURES; TEXTURE; PREDICTION; HEAD; DIFFERENTIATION; CLASSIFICATION; CALIBRATION; FEATURES; BENIGN;
D O I
10.1186/s12880-020-00502-2
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
Background To develop and validate an MRI-based radiomics nomogram for differentiation of cervical spine ORN from metastasis after radiotherapy (RT) in nasopharyngeal carcinoma (NPC). Methods A radiomics nomogram was developed in a training set that comprised 46 NPC patients after RT with 95 cervical spine lesions (ORN,n = 51; metastasis,n = 44), and data were gathered from January 2008 to December 2012. 279 radiomics features were extracted from the axial contrast-enhanced T1-weighted image (CE-T1WI). A radiomics signature was created by using the least absolute shrinkage and selection operator (LASSO) algorithm. A nomogram model was developed based on the radiomics scores. The performance of the nomogram was determined in terms of its discrimination, calibration, and clinical utility. An independent validation set contained 25 consecutive patients with 47 lesions (ORN,n = 25; metastasis,n = 22) from January 2013 to December 2015. Results The radiomics signature that comprised eight selected features was significantly associated with the differentiation of cervical spine ORN and metastasis. The nomogram model demonstrated good calibration and discrimination in the training set [AUC, 0.725; 95% confidence interval (CI), 0.622-0.828] and the validation set (AUC, 0.720; 95% CI, 0.573-0.867). The decision curve analysis indicated that the radiomics nomogram was clinically useful. Conclusions MRI-based radiomics nomogram shows potential value to differentiate cervical spine ORN from metastasis after RT in NPC.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Diagnosis and management of skull base osteoradionecrosis after radiotherapy for nasopharyngeal carcinoma
    Huang, Xiao-Ming
    Zheng, Yi-Qing
    Zhang, Xiang-Min
    Mai, Hai-Qiang
    Zeng, Liang
    Liu, Xiang
    Liu, Wei
    Zou, Hua
    Xu, Geng
    LARYNGOSCOPE, 2006, 116 (09) : 1626 - 1631
  • [32] Characterization of solid renal neoplasms using MRI-based quantitative radiomics features
    Said, Daniela
    Hectors, Stefanie J.
    Wilck, Eric
    Rosen, Ally
    Stocker, Daniel
    Bane, Octavia
    Beksac, Alp Tuna
    Lewis, Sara
    Badani, Ketan
    Taouli, Bachir
    ABDOMINAL RADIOLOGY, 2020, 45 (09) : 2840 - 2850
  • [33] MRI-based radiomics analysis to evaluate the clinicopathological characteristics of cervical carcinoma: a multicenter study
    Liu, Yi
    Song, Ting
    Dong, Tian-Fa
    Zhang, Wei
    Wen, Ge
    ACTA RADIOLOGICA, 2023, 64 (01) : 395 - 403
  • [34] MRI-based radiomics model for distinguishing Stage I endometrial carcinoma from endometrial polyp: a multicenter study
    Shen, Liting
    Du, Lixin
    Hu, Yumin
    Chen, Xiaojun
    Hou, Zujun
    Yan, Zhihan
    Wang, Xue
    ACTA RADIOLOGICA, 2023, 64 (09) : 2651 - 2658
  • [35] Baseline MRI-based radiomics model assisted predicting disease progression in nasopharyngeal carcinoma patients with complete response after treatment
    Dan Bao
    Zhou Liu
    Yayuan Geng
    Lin Li
    Haijun Xu
    Ya Zhang
    Lei Hu
    Xinming Zhao
    Yanfeng Zhao
    Dehong Luo
    Cancer Imaging, 22
  • [36] Pelvic insufficiency fracture or bone metastasis after radiotherapy for cervical cancer? The added value of DWI for characterization
    Zhong, Xi
    Dong, Tianfa
    Tan, Yu
    Li, Jiansheng
    Mai, Hui
    Wu, Songxin
    Luo, Liangping
    Jiang, Kuiming
    EUROPEAN RADIOLOGY, 2020, 30 (04) : 1885 - 1895
  • [37] Cervical spine complications after treatment of nasopharyngeal carcinoma
    Jason Pui-Yin Cheung
    William I. Wei
    Keith Dip-Kei Luk
    European Spine Journal, 2013, 22 : 584 - 592
  • [38] An MRI-based radiomics nomogram for detecting cervical esophagus invasion in hypopharyngeal squamous cell carcinoma
    Meng Qi
    Yan Sha
    Duo Zhang
    Jiliang Ren
    Cancer Imaging, 23
  • [39] An MRI-based radiomics nomogram for preoperative prediction of Ki-67 index in nasopharyngeal carcinoma: a two-center study
    Wang, Yao
    Zhang, Jing
    Li, Qiyuan
    Sun, Li
    Zheng, Yingmei
    Gao, Chuanping
    Dong, Cheng
    FRONTIERS IN ONCOLOGY, 2024, 14
  • [40] Efficacy of fine-needle aspiration in diagnosing cervical nodal metastasis from nasopharyngeal carcinoma after radiotherapy
    Chan, Jimmy Yu Wai
    Chan, Richie Chiu Lung
    Chow, Velda Ling Yu
    To, Victor Shing Howe
    Wei, William Ignace
    LARYNGOSCOPE, 2013, 123 (01) : 134 - 139