MRI-based random survival Forest model improves prediction of progression-free survival to induction chemotherapy plus concurrent Chemoradiotherapy in Locoregionally Advanced nasopharyngeal carcinoma

被引:0
|
作者
Wei Pei
Chen Wang
Hai Liao
Xiaobo Chen
Yunyun Wei
Xia Huang
Xueli Liang
Huayan Bao
Danke Su
Guanqiao Jin
机构
[1] Guangxi Medical University Cancer Hospital,Department of Medical Imaging Center
[2] Southern Medical University,undefined
[3] Department of Radiology,undefined
[4] Wuzhou red cross hospital,undefined
来源
BMC Cancer | / 22卷
关键词
Nasopharyngeal carcinoma; Magnetic resonance imaging; Radiomics; Machine learning; Radom survival forest;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] MRI-based random survival Forest model improves prediction of progression-free survival to induction chemotherapy plus concurrent Chemoradiotherapy in Locoregionally Advanced nasopharyngeal carcinoma
    Pei, Wei
    Wang, Chen
    Liao, Hai
    Chen, Xiaobo
    Wei, Yunyun
    Huang, Xia
    Liang, Xueli
    Bao, Huayan
    Su, Danke
    Jin, Guanqiao
    [J]. BMC CANCER, 2022, 22 (01)
  • [2] MRI-based radiomics to compare the survival benefit of induction chemotherapy plus concurrent chemoradiotherapy versus concurrent chemoradiotherapy plus adjuvant chemotherapy in locoregionally advanced nasopharyngeal carcinoma: A multicenter study
    Shen, Hesong
    Yin, Jinxue
    Niu, Running
    Lian, Yanbang
    Huang, Yuanying
    Tu, Chunrong
    Liu, Daihong
    Wang, Xiaoxia
    Lan, Xiaosong
    Yuan, Xiaoqian
    Zhang, Jiuquan
    [J]. RADIOTHERAPY AND ONCOLOGY, 2022, 171 : 107 - 113
  • [3] CT-Based Radiomics Nomogram for Prediction of Progression-Free Survival in Locoregionally Advanced Nasopharyngeal Carcinoma
    Yan, Chang
    Shen, De-Song
    Chen, Xiao-Bo
    Su, Dan-Ke
    Liang, Zhong-Guo
    Chen, Kai-Hua
    Li, Ling
    Liang, Xia
    Liao, Hai
    Zhu, Xiao-Dong
    [J]. CANCER MANAGEMENT AND RESEARCH, 2021, 13 : 6911 - 6923
  • [4] Concurrent chemoradiotherapy with nedaplatin plus paclitaxel or fluorouracil for locoregionally advanced nasopharyngeal carcinoma: Survival and toxicity
    Xu, Jianhua
    He, Xia
    Cheng, Kong
    Guo, Wenjie
    Bian, Xiuhua
    Jiang, Xuesong
    Zhang, Lanfang
    Huang, Shengfu
    [J]. HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2014, 36 (10): : 1474 - 1480
  • [5] A randomized trial of induction chemotherapy plus concurrent chemoradiotherapy versus induction chemotherapy plus radiotherapy for locoregionally advanced nasopharyngeal carcinoma
    Huang, Pei-Yu
    Cao, Ka-Jia
    Guo, Xiang
    Mo, Hao-Yuan
    Guo, Ling
    Xiang, Yan-Qun
    Deng, Man-Quan
    Qiu, Fang
    Cao, Su-Mei
    Guo, Ying
    Zhang, Li
    Li, Ning-Wei
    Sun, Rui
    Chen, Qiu-Yan
    Luo, Dong-Hua
    Hua, Yi-Jun
    Mai, Hai-Qiang
    Hong, Ming-Huang
    [J]. ORAL ONCOLOGY, 2012, 48 (10) : 1038 - 1044
  • [6] Induction plus concurrent chemoradiotherapy versus concurrent chemoradiotherapy in elderly patients with locoregionally advanced nasopharyngeal carcinoma
    Chen, Lin
    Li, Kunpeng
    Li, Qingjie
    Ji, Pengjie
    Huang, Chenglong
    Tang, Linglong
    [J]. RADIOTHERAPY AND ONCOLOGY, 2024, 200
  • [7] Editorial for "MRI-Based Deep Learning Model for Distant Metastasis-Free Survival in Locoregionally Advanced Nasopharyngeal Carcinoma"
    Beker-Acay, Mehtap
    [J]. JOURNAL OF MAGNETIC RESONANCE IMAGING, 2021, 53 (01) : 179 - 180
  • [8] MRI-Based Deep-Learning Model for Distant Metastasis-Free Survival in Locoregionally Advanced Nasopharyngeal Carcinoma
    Zhang, Lu
    Wu, Xiangjun
    Liu, Jing
    Zhang, Bin
    Mo, Xiaokai
    Chen, Qiuying
    Fang, Jin
    Wang, Fei
    Li, Minmin
    Chen, Zhuozhi
    Liu, Shuyi
    Chen, Luyan
    You, Jingjing
    Jin, Zhe
    Tang, Binghang
    Dong, Di
    Zhang, Shuixing
    [J]. JOURNAL OF MAGNETIC RESONANCE IMAGING, 2021, 53 (01) : 167 - 178
  • [9] Predicting Progression-Free Survival Using MRI-Based Radiomics for Patients With Nonmetastatic Nasopharyngeal Carcinoma
    Shen, Hesong
    Wang, Yu
    Liu, Daihong
    Lv, Rongfei
    Huang, Yuanying
    Peng, Chao
    Jiang, Shixi
    Wang, Ying
    He, Yongpeng
    Lan, Xiaosong
    Huang, Hong
    Sun, Jianqing
    Zhang, Jiuquan
    [J]. FRONTIERS IN ONCOLOGY, 2020, 10
  • [10] Diffusion and Perfusion MRI Prediction of Progression-Free Survival in Patients With Hepatocellular Carcinoma Treated With Concurrent Chemoradiotherapy
    Kim, Kyung Ah
    Park, Mi-Suk
    Ji, Hyun-Jun
    Park, Jun Yong
    Han, Kwang-Hyub
    Kim, Myeong-Jin
    Kim, Ki Whang
    [J]. JOURNAL OF MAGNETIC RESONANCE IMAGING, 2014, 39 (02) : 286 - 292