Towards a robust and compact deep learning system for primary detection of early Barrett's neoplasia: Initial image-based results of training on a multi-center retrospectively collected data set.

Journal: United European gastroenterology journal
Published Date: Apr 24, 2023

Abstract

INTRODUCTION: Endoscopic detection of early neoplasia in Barrett's esophagus is difficult. Computer Aided Detection (CADe) systems may assist in neoplasia detection. The aim of this study was to report the first steps in the development of a CADe system for Barrett's neoplasia and to evaluate its performance when compared with endoscopists.

Authors

  • Kiki N Fockens
    Department of Gastroenterology and Hepatology, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands.
  • Jelmer B Jukema
    Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands.
  • Tim Boers
    Department of Electrical Engineering, VCA Group, University of Technology Eindhoven, Eindhoven, Noord-Brabant, The Netherlands.
  • Martijn R Jong
    Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands.
  • Joost A van der Putten
    Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands.
  • Roos E Pouw
    Department of Gastroenterology and Hepatology, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands.
  • Bas L A M Weusten
    Department of Gastroenterology and Hepatology, UMC Utrecht, University of Utrecht, Utrecht, the Netherlands.
  • Lorenza Alvarez Herrero
    Department of Gastroenterology and Hepatology, Sint Antonius Hospital, Nieuwegein, the Netherlands.
  • Martin H M G Houben
    Department of Gastroenterology and Hepatology, Haga Teaching Hospital, Den Haag, the Netherlands.
  • Wouter B Nagengast
    Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands.
  • Jessie Westerhof
    Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands.
  • Alaa Alkhalaf
    Department of Gastroenterology and Hepatology, Isala Hospital Zwolle, Zwolle, the Netherlands.
  • Rosalie Mallant
    Department of Gastroenterology and Hepatology, Flevoziekenhuis Almere, Almere, the Netherlands.
  • Krish Ragunath
    Curtin Medical School, Faculty of Health Sciences Curtin University, and Department of Gastroenterology, Royal Perth Hospital, Perth 6000, Australia. Electronic address: krish.ragunath@curtin.edu.au.
  • Stefan Seewald
    Department of Gastroenterology and Hepatology, Hirslanden Klinik, Zurich, Switzerland.
  • Peter Elbe
    Department of Digestive Diseasess, Karolinska University Hospital, Stockholm, Sweden.
  • Maximilien Barret
    Department of Gastroenterology and Hepatology, Cochin Hospital Paris, Paris, France.
  • Jacobo Ortiz Fernández-Sordo
    Department of Gastroenterology and Hepatology, Nottingham University Hospital, Nottingham, UK.
  • Oliver Pech
    Department of Gastroenterology and Hepatology, Krankenhaus Barmherzige Brüder Regensburg, Regensburg, Germany.
  • Torsten Beyna
    Department of Gastroenterology and Therapeutic Endoscopy, Evangelisches Krankenhaus Düsseldorf, Düsseldorf, Germany.
  • Fons van der Sommen
    VCA Research Group, Eindhoven University of Technology, Eindhoven, The Netherlands.
  • Peter H de With
    Department of Electrical Engineering, VCA Group, Eindhoven University of Technology, Eindhoven, the Netherlands.
  • A Jeroen de Groof
    Department of Gastroenterology and Hepatology, Amsterdam UMC, Amsterdam, The Netherlands.
  • Jacques J Bergman
    Department of Gastroenterology and Hepatology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands.

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