Published on in Vol 8, No 11 (2020): November

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/19805, first published .
Deep Learning Methodology for Differentiating Glioma Recurrence From Radiation Necrosis Using Multimodal Magnetic Resonance Imaging: Algorithm Development and Validation

Deep Learning Methodology for Differentiating Glioma Recurrence From Radiation Necrosis Using Multimodal Magnetic Resonance Imaging: Algorithm Development and Validation

Deep Learning Methodology for Differentiating Glioma Recurrence From Radiation Necrosis Using Multimodal Magnetic Resonance Imaging: Algorithm Development and Validation

Yang Gao 1*, PhD;  Xiong Xiao 2*, MD;  Bangcheng Han 3, PhD;  Guilin Li 4, MD;  Xiaolin Ning 3, PhD;  Defeng Wang 3, PhD;  Weidong Cai 5, PhD;  Ron Kikinis 6, 7, 8, MD, PhD;  Shlomo Berkovsky 9, PhD;  Antonio Di Ieva 10, MD, PhD;  Liwei Zhang 2, MD;  Nan Ji 2, MD;  Sidong Liu 9, PhD

1 Beijing Academy of Quantum Information Sciences , Beijing , CN

2 Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing , CN

3 School of Instrumentation and Optoelectronic Engineering, Beihang University , Beijing , CN

4 Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, Beijing , CN

5 School of Computer Science, The University of Sydney , Sydney , AU

6 Surgical Planning Laboratory, Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, US

7 Department of Computer Science, University of Bremen , Bremen , DE

8 Fraunhofer Institute for Digital Medicine MEVIS , Bremen , DE

9 Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University , Sydney , AU

10 Computational NeuroSurgery Lab, Department of Clinical Medicine, Faculty of Medicine and Health Sciences, Macquarie University, Sydney , AU

*these authors contributed equally

Corresponding Author:

  • Sidong Liu, PhD
  • Centre for Health Informatics, Australian Institute of Health Innovation
  • Macquarie University
  • 75 Talavera Road
  • Macquarie Park
  • Sydney
  • AU
  • Phone: 61 29852729
  • Email: dr.sidong.liu@gmail.com