Artificial intelligence using convolutional neural networks for real-time detection of early esophageal neoplasia in Barrett's esophagus (with video).

Journal: Gastrointestinal endoscopy
Published Date: Jan 11, 2020

Abstract

BACKGROUND AND AIMS: The visual detection of early esophageal neoplasia (high-grade dysplasia and T1 cancer) in Barrett's esophagus (BE) with white-light and virtual chromoendoscopy still remains challenging. The aim of this study was to assess whether a convolutional neural artificial intelligence network can aid in the recognition of early esophageal neoplasia in BE.

Authors

  • Rintaro Hashimoto
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • James Requa
    Docbot Inc, Irvine, California, USA.
  • Tyler Dao
    Docbot Inc, Irvine, California, USA.
  • Andrew Ninh
    Docbot Inc, Irvine, California, USA.
  • Elise Tran
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Daniel Mai
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Michael Lugo
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Nabil El-Hage Chehade
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Kenneth J Chang
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Williams E Karnes
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.
  • Jason B Samarasena
    H. H. Chao Comprehensive Digestive Disease Center, Division of Gastroenterology & Hepatology, Department of Medicine, University of California, Irvine, Orange, California, USA.

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