Detection of multiple lesions of gastrointestinal tract for endoscopy using artificial intelligence model: a pilot study.

Journal: Surgical endoscopy
Published Date:

Abstract

BACKGROUND: This study was aimed to develop a computer-aided diagnosis (CAD) system with deep-learning technique and to validate its efficiency on detecting the four categories of lesions such as polyps, advanced cancer, erosion/ulcer and varices at endoscopy.

Authors

  • Linjie Guo
    Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao, China.
  • Hui Gong
    Britton Chance Center for Biomedical Photonics, Wuhan National Laboratory for Optoelectronics-Huazhong University of Science and Technology, Wuhan, 430074, Hubei, China.
  • Qiushi Wang
    SeedsMed Technology Inc, Sichuan, China.
  • Qiongying Zhang
    West China Hospital, Sichuan University, Department of Gastroenterology, Chengdu, China.
  • Huan Tong
    West China Hospital, Sichuan University, Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, Chengdu, China.
  • Jing Li
    Department of Neurosurgery, Tianjin Medical University General Hospital, Tianjin, China.
  • Xiang Lei
    SeedsMed Technology Inc, Sichuan, China.
  • Xue Xiao
    Guangdong Provincial Key Laboratory of Chemical Measurement and Emergency Test Technology, Guangdong Provincial Engineering Research Center for Ambient Mass Spectrometry, Institute of Analysis, Guangdong Academy of Sciences (China National Analytical Center, Guangzhou), Guangzhou, 510070, China.
  • Chuanhui Li
    West China Hospital, Sichuan University, Department of Gastroenterology, Chengdu, China.
  • Jinsun Jiang
    West China Hospital, Sichuan University, Management Department of Clinical Study, Chengdu, China.
  • Bing Hu
    Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China.
  • Jie Song
    School of Chemistry, Dalian University of Technology, Dalian 116023, PR China.
  • Chengwei Tang
    West China Hospital, Sichuan University, Laboratory of Gastroenterology and Hepatology, State Key Laboratory of Biotherapy, Chengdu, China. shcqcdmed@163.com.
  • Zhiyin Huang
    West China Hospital, Sichuan University, Department of Gastroenterology, Chengdu, China. huangzy911@163.com.