Overcoming challenges of translating deep-learning models for glioblastoma: the ZGBM consortium.

Journal: The British journal of radiology
Published Date: Nov 1, 2022

Abstract

OBJECTIVE: To report imaging protocol and scheduling variance in routine care of glioblastoma patients in order to demonstrate challenges of integrating deep-learning models in glioblastoma care pathways. Additionally, to understand the most common imaging studies and image contrasts to inform the development of potentially robust deep-learning models.

Authors

  • Haris Shuaib
    Guy's & St Thomas' NHS Foundation Trust, King's College, London, United Kingdom.
  • Gareth J Barker
    Department of Neuroimaging, Institute of Psychiatry, Psychology, & Neuroscience, King's College London, United Kingdom.
  • Peter Sasieni
    Cancer Prevention Trials Unit, Queen Mary University of London, London, United Kingdom.
  • Enrico De Vita
    King's College London, London, United Kingdom.
  • Alysha Chelliah
    King's College London, London, United Kingdom.
  • Roman Andrei
    The Oncology Institute "Prof. Dr. Ion Chiricuţă" Cluj-Napoca, Cluj-Napoca, Romania.
  • Keyoumars Ashkan
    King's College Hospital, Neurosurgery, London, United Kingdom of Great Britain and Northern Ireland.
  • Erica Beaumont
    Lancashire Teaching Hospitals NHS Foundation Trust, Lancashire, United Kingdom.
  • Lucy Brazil
    Guy's & St Thomas' NHS Foundation Trust, King's College, London, United Kingdom.
  • Chris Rowland-Hill
    Hull & East Yorkshire Hospitals NHS Trust, England, United Kingdom.
  • Yue Hui Lau
    King's College Hospital NHS Foundation Trust, London, United Kingdom.
  • Aysha Luis
    King's College London, London, United Kingdom.
  • James Powell
    Velindre University NHS Trust, Wales, United Kingdom.
  • Angela Swampillai
    Guy's & St Thomas' NHS Foundation Trust, King's College, London, United Kingdom.
  • Sean Tenant
    The Christie NHS Foundation Trust, Manchester, United Kingdom.
  • Stefanie C Thust
    National Hospital for Neurology and Neurosurgery, UCL Institute of Neurology, London, United Kingdom.
  • Stephen Wastling
    National Hospital for Neurology and Neurosurgery, UCL Institute of Neurology, London, United Kingdom.
  • Tom Young
    Guy's & St Thomas' NHS Foundation Trust, King's College, London, United Kingdom.
  • Thomas C Booth
    School of Biomedical Engineering and Imaging Sciences, King's College London, St. Thomas' Hospital, London, United Kingdom.

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