Diagnosing and grading gastric atrophy and intestinal metaplasia using semi-supervised deep learning on pathological images: development and validation study.

Abstract

Authors

• Shuangshuang Fang
  Beijing Key Laboratory of Functional Gastrointestinal Disorders Diagnosis and Treatment of Traditional Chinese Medicine; Department of Gastroenterology, Wangjing Hospital, China Academy of Chinese Medical Sciences, No. 6, Zhonghuan South Road, Wangjing, Beijing, 100102, China.
• Zhenyu Liu
  School of Electronic Information, Hangzhou Dianzi University, Hangzhou 310018, China.
• Qi Qiu
  CAS Key Laboratory of Molecular Imaging, Institute of Automation, Beijing, China.
• Zhenchao Tang
• Yang Yang
  Department of Gastrointestinal Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, China.
• Zhongsheng Kuang
  Department of Pathology, The First Affiliated Hospital of Guangdong University of Traditional Chinese Medicine, Guangzhou, 510405, China.
• Xiaohua Du
  Department of Pathology, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou, 510120, China.
• Shanshan Xiao
  Department of Pathology, The First Affiliated Hospital of Guangdong University of Traditional Chinese Medicine, Guangzhou, 510405, China.
• Yanyan Liu
  Linyi City Lanshan Economic and Information Technology Bureau, Linyi, Shandong, China.
• Yuanbin Luo
  Department of Pathology, Gansu Provincial Hospital of Traditional Chinese Medicine, Lanzhou, 730050, China.
• Liping Gu
  Department of Endocrinology and Metabolism, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
• Li Tian
  Department of Gastroenterology, Third Xiangya Hospital, Central South University, Changsha 410013, China. tianlixy3@csu.edu.cn.
• Xiaoxia Liang
  Natural Medicine Research Center, Pharmacy Department, Sichuan Agricultural University, Chengdu 611130, PR China. Electronic address: liangxiaoxia@sicau.edu.cn.
• Guiling Fan
  Department of Pathology, Shanxi Provincial Hospital of Traditional Chinese Medicine, Taiyuan, 030012, China.
• Yu Zhang
  College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China.
• Ping Zhang
  Department of Computer Science and Engineering, The Ohio State University, USA.
• Weixun Zhou
  Department of Pathology, Peking Union Medical College Hospital, 100005, Beijing, China.
• Xiuli Liu
  Washington University School of Medicine, St Louis, MO, USA.
• Jie Tian
  CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.
• Wei Wei
  Dept. Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA.

Keywords

External Resources