Artificial intelligence for the detection of esophageal and esophagogastric junctional adenocarcinoma.

Journal: Journal of gastroenterology and hepatology
Published Date:

Abstract

BACKGROUND AND AIM: Conventional endoscopy for the early detection of esophageal and esophagogastric junctional adenocarcinoma (E/J cancer) is limited because early lesions are asymptomatic, and the associated changes in the mucosa are subtle. There are no reports on artificial intelligence (AI) diagnosis for E/J cancer from Asian countries. Therefore, we aimed to develop a computerized image analysis system using deep learning for the detection of E/J cancers.

Authors

  • Hiroyoshi Iwagami
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Ryu Ishihara
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Kazuharu Aoyama
    AI Medical Service Inc Tokyo Japan.
  • Hiromu Fukuda
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Yusaku Shimamoto
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Mitsuhiro Kono
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Hiroko Nakahira
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Noriko Matsuura
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Satoki Shichijo
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Takashi Kanesaka
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Hiromitsu Kanzaki
    Department of Gastroenterology and Hepatology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan.
  • Tatsuya Ishii
    Center for Gastroenterology, Teine Keijinkai Hospital, Sapporo, Japan.
  • Yasuki Nakatani
    Department of Gastroenterology and Hepatology, Japanese Red Cross Society Wakayama Medical Center, Wakayama, Japan.
  • Tomohiro Tada
    AI Medical Service Inc Tokyo Japan.