A deep learning-based model improves diagnosis of early gastric cancer under narrow band imaging endoscopy.

Journal: Surgical endoscopy
Published Date:

Abstract

BACKGROUND: Diagnosis of early gastric cancer (EGC) under narrow band imaging endoscopy (NBI) is dependent on expertise and skills. We aimed to elucidate whether artificial intelligence (AI) could diagnose EGC under NBI and evaluate the diagnostic assistance of the AI system.

Authors

  • Dehua Tang
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, 321 Zhongshan Road, Nanjing, Jiangsu 210008, China.
  • Muhan Ni
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, 321 Zhongshan Road, Nanjing, Jiangsu 210008, China.
  • Chang Zheng
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, 210008, Jiangsu, China.
  • Xiwei Ding
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, 210008, Jiangsu, China.
  • Nina Zhang
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, 210008, Jiangsu, China.
  • Tian Yang
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, 210008, Jiangsu, China.
  • Qiang Zhan
    Department of Gastroenterology, Wuxi People's Hospital, Affiliated Wuxi People's Hospital with Nanjing Medical University, Wuxi, Jiangsu 214023, China.
  • Yiwei Fu
    Department of Gastroenterology, Taizhou People's Hospital, Taizhou, China.
  • Wenjia Liu
    2 Mechanical Engineering, University of California, Los Angeles (UCLA), Los Angeles, CA, USA.
  • Duanming Zhuang
    Department of Gastroenterology, Gaochun People's Hospital, Nanjing, Jiangsu 211300, China.
  • Ying Lv
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, 321 Zhongshan Road, Nanjing, Jiangsu 210008, China.
  • Guifang Xu
    Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Drum Tower Hospital, Medical School of Nanjing University, 321 Zhongshan Road, Nanjing, Jiangsu 210008, China. Electronic address: 13852293376@163.com.
  • Lei Wang
    Department of Nursing, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Xiaoping Zou
    Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University, Nanjing, China.