Application of Convolutional Neural Networks for Detection of Superficial Nonampullary Duodenal Epithelial Tumors in Esophagogastroduodenoscopic Images.

Journal: Clinical and translational gastroenterology
PMID:

Abstract

OBJECTIVES: A superficial nonampullary duodenal epithelial tumor (SNADET) is defined as a mucosal or submucosal sporadic tumor of the duodenum that does not arise from the papilla of Vater. SNADETs rarely metastasize to the lymph nodes, and most can be treated endoscopically. However, SNADETs are sometimes missed during esophagogastroduodenoscopic examination. In this study, we constructed a convolutional neural network (CNN) and evaluated its ability to detect SNADETs.

Authors

  • Shuntaro Inoue
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Satoki Shichijo
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Kazuharu Aoyama
    AI Medical Service Inc Tokyo Japan.
  • Mitsuhiro Kono
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka 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.
  • Kentaro Nakagawa
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Masayasu Ohmori
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Hiroyoshi Iwagami
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Kenshi Matsuno
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Taro Iwatsubo
    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.
  • Akira Maekawa
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Takashi Kanesaka
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Sachiko Yamamoto
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Yoji Takeuchi
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Koji Higashino
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Noriya Uedo
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Ryu Ishihara
    Department of Gastrointestinal Oncology Osaka International Cancer Institute Osaka Japan.
  • Tomohiro Tada
    AI Medical Service Inc Tokyo Japan.