Application of Deep Learning Models to Improve Ulcerative Colitis Endoscopic Disease Activity Scoring Under Multiple Scoring Systems.

Journal: Journal of Crohn's & colitis
PMID: 36254822

Abstract

BACKGROUND AND AIMS: Lack of clinical validation and inter-observer variability are two limitations of endoscopic assessment and scoring of disease severity in patients with ulcerative colitis [UC]. We developed a deep learning [DL] model to improve, accelerate and automate UC detection, and predict the Mayo Endoscopic Subscore [MES] and the Ulcerative Colitis Endoscopic Index of Severity [UCEIS].

Authors

  • Michael F Byrne
    Division of Gastroenterology, Vancouver General Hospital, Vancouver, British Columbia, Canada.
  • Remo Panaccione
    Division of Gastroenterology, University of Calgary, Calgary, Canada.
  • James E East
    Translational Gastroenterology Unit, Nuffield Department of Medicine, Experimental Medicine Div., John Radcliffe Hospital, University of Oxford, Oxford, UK.
  • Marietta Iacucci
    National Institute for Health Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK.
  • Nasim Parsa
    University of Missouri, Department of Medicine, Division of Gastroenterology and Hepatology, Columbia, MO, United States.
  • Rakesh Kalapala
    Asian Institute of Gastroenterology (AIG Hospitals), Gachibowli, Hyderabad, India.
  • Duvvur N Reddy
    New York Gastroenterology Associates, New York, NY, USA.
  • Hardik Ramesh Rughwani
    Asian Institute of Gastroenterology (AIG Hospitals), Gachibowli, Hyderabad, India.
  • Aniruddha P Singh
    Asian Institute of Gastroenterology (AIG Hospitals), Gachibowli, Hyderabad, India.
  • Sameer K Berry
    New York Gastroenterology Associates, New York, NY, USA.
  • Ryan Monsurate
    Satisfai Health, Vancouver, British Columbia, Canada.
  • Florian Soudan
    Department of Technology, Imagia, Montreal, Quebec, Canada.
  • Greta Laage
    IVADO Labs, Montreal, Canada.
  • Enrico D Cremonese
    IVADO Labs, Montreal, Canada.
  • Ludovic St-Denis
    IVADO Labs, Montreal, Canada.
  • Paul Lemaître
    IVADO Labs, Montreal, Canada.
  • Shima Nikfal
    IVADO Labs, Montreal, Canada.
  • Jerome Asselin
    IVADO Labs, Montreal, Canada.
  • Milagros L Henkel
    Satisfai Health, Vancouver, British Columbia, Canada.
  • Simon P Travis
    Translational Gastroenterology Unit and Oxford NIHR Biomedical Research Centre, Nuffield Department of Clinical Medicine, Experimental Medicine Division, University of Oxford, John Radcliffe Hospital, Headley Way, Headington, Oxford, UK.

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