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
  • [1] Cervical spine osteoradionecrosis or bone metastasis after radiotherapy for nasopharyngeal carcinoma? The MRI-based radiomics for characterization
    Xi Zhong
    Li Li
    Huali Jiang
    Jinxue Yin
    Bingui Lu
    Wen Han
    Jiansheng Li
    Jian Zhang
    BMC Medical Imaging, 20
  • [2] Differentiation of Cervical Spine Osteoradionecrosis and Bone Metastasis After Radiotherapy Detected by Bone Scan in Patients With Nasopharyngeal Carcinoma: Role of Magnetic Resonance Imaging
    Zhong, Xi
    Li, Li
    Lu, Bingui
    Zhang, Hainan
    Huang, Lu
    Lin, Xinjia
    Li, Jiansheng
    Zhang, Jian
    FRONTIERS IN ONCOLOGY, 2020, 10
  • [3] MRI-based radiomics nomogram for predicting temporal lobe injury after radiotherapy in nasopharyngeal carcinoma
    Hou, Jing
    Li, Handong
    Zeng, Biao
    Pang, Peipei
    Ai, Zhaodong
    Li, Feiping
    Lu, Qiang
    Yu, Xiaoping
    EUROPEAN RADIOLOGY, 2022, 32 (02) : 1106 - 1114
  • [4] MRI-based radiomics nomogram for predicting temporal lobe injury after radiotherapy in nasopharyngeal carcinoma
    Jing Hou
    Handong Li
    Biao Zeng
    Peipei Pang
    Zhaodong Ai
    Feiping Li
    Qiang Lu
    Xiaoping Yu
    European Radiology, 2022, 32 : 1106 - 1114
  • [5] MRI-based radiomics models predict cystic brain radionecrosis of nasopharyngeal carcinoma after intensity modulated radiotherapy
    Hou, Jing
    He, Yun
    Li, Handong
    Lu, Qiang
    Lin, Huashan
    Zeng, Biao
    Xie, Chuanmiao
    Yu, Xiaoping
    FRONTIERS IN NEUROLOGY, 2024, 15
  • [6] Osteoradionecrosis of the upper cervical spine: MR imaging following radiotherapy for nasopharyngeal carcinoma
    King, Ann D.
    Griffith, James F.
    Abrigo, Jill M.
    Leung, Sing-fai
    Yau, Fung-kwai
    Tse, Gary M. K.
    Ahuja, Anil T.
    EUROPEAN JOURNAL OF RADIOLOGY, 2010, 73 (03) : 629 - 635
  • [7] A MRI-based radiomics model predicting radiation-induced temporal lobe injury in nasopharyngeal carcinoma
    Bao, Dan
    Zhao, Yanfeng
    Li, Lin
    Lin, Meng
    Zhu, Zheng
    Yuan, Meng
    Zhong, Hongxia
    Xu, Haijun
    Zhao, Xinming
    Luo, Dehong
    EUROPEAN RADIOLOGY, 2022, 32 (10) : 6910 - 6921
  • [8] Performance of MRI-based radiomics for prediction of residual disease status in patients with nasopharyngeal carcinoma after radical radiotherapy
    Qinqin Wu
    Weiguang Qiang
    Liang Pan
    Tingting Cha
    Qilin Li
    Yang Gao
    Kaiyang Qiu
    Wei Xing
    Scientific Reports, 15 (1)
  • [9] Isolated osteoradionecrosis of the dens mimicking metastasis of nasopharyngeal carcinoma after radiotherapy
    Lee, Jung-Shun
    Huang, Chih-Ming
    Yeh, I-Chun
    Chen, Helen Hai-Wen
    Lin, Jin-Ching
    Chen, Hsing-Hong
    JOURNAL OF CLINICAL NEUROSCIENCE, 2010, 17 (08) : 1064 - 1066
  • [10] MRI-based radiomics models can improve prognosis prediction for nasopharyngeal carcinoma with neoadjuvant chemotherapy
    Zeng, Fan
    Lin, Kai-Rong
    Jin, Ya-Bin
    Li, Hao-Jiang
    Quan, Qiang
    Su, Jian-Chun
    Chen, Kai
    Zhang, Jing
    Han, Chen
    Zhang, Guo-Yi
    MAGNETIC RESONANCE IMAGING, 2022, 88 : 108 - 115