Molecular subtyping of diffuse gliomas using magnetic resonance imaging: comparison and correlation between radiomics and deep learning.

Journal: European radiology
Published Date:

Abstract

OBJECTIVES: The molecular subtyping of diffuse gliomas is important. The aim of this study was to establish predictive models based on preoperative multiparametric MRI.

Authors

  • Yiming Li
    Department of Cardiology, West China Hospital, Sichuan University, Chengdu 610041, China.
  • Dong Wei
    National Institute of Healthcare Data Science, Nanjing University, Nanjing, China.
  • Xing Liu
    School of Food Science and Engineering, Hainan University 58 Renmin Avenue Haikou 570228 China zhangzeling@hainanu.edu.cn benchao312@hainanu.edu.cn xuhuan.hnu@foxmail.com qichen@hainanu.edu.cn sunzhichang11@163.com hmcao@hainanu.edu.cn.
  • Xing Fan
    Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Kai Wang
    Department of Rheumatology, The Affiliated Huai'an No. 1 People's Hospital of Nanjing Medical University, Huai'an, Jiangsu, China.
  • Shaowu Li
    Neurological Imaging Center, Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Zhong Zhang
    School of Mechanical and Aerospace Engineering, Jilin University, Changchun, China.
  • Kai Ma
    Tencent Jarvis Lab, Shenzhen, 518057, China.
  • Tianyi Qian
  • Tao Jiang
    Department of Respiratory and Critical Care Medicine, Center for Respiratory Medicine, the Fourth Affiliated Hospital of School of Medicine, and International School of Medicine, International Institutes of Medicine, Zhejiang University, Yiwu, China.
  • Yefeng Zheng
  • Yinyan Wang
    Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China. Electronic address: tiantanyinyan@126.com.