A Novel Deep Learning System for Diagnosing Early Esophageal Squamous Cell Carcinoma: A Multicenter Diagnostic Study.

Journal: Clinical and translational gastroenterology
Published Date: Aug 4, 2021

Abstract

INTRODUCTION: This study aims to construct a real-time deep convolutional neural networks (DCNNs) system to diagnose early esophageal squamous cell carcinoma (ESCC) with white light imaging endoscopy.

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.
  • Lei Wang
    Department of Nursing, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • Jingwei Jiang
    Jiangsu Key Lab of Drug Screening, China Pharmaceutical University, Nanjing, China.
  • Yuting Liu
    Jiangsu Key Laboratory of Crop Genetics and Physiology, Co-Innovation Center for Modern Production Technology of Grain Crops, Yangzhou University, Yangzhou, Jiangsu, 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.
  • Yiwei Fu
    Department of Gastroenterology, Taizhou People's Hospital, Taizhou, China.
  • Huimin Guo
    Center for Biological Technology, Anhui Agricultural University, Hefei, 230036, China.
  • Zhengwen Wang
    Jiangsu Key Laboratory of Big Data Analysis Technology (B-DAT), Nanjing University of Information Science and Technology, Nanjing, China.
  • Fangmei An
    Department of Gastroenterology, Wuxi People's Hospital Affiliated to Nanjing Medical University, Wuxi, Jiangsu, China.
  • Kaihua Zhang
    College of Physical Science and Technology, Department of Electronic Science, Fujian Provincial Key Laboratory of Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005, China.
  • Yanxing Hu
    Xiamen Innovision, Xiamen Software Park Phase III, Xiamen, Fujian, China.
  • Qiang Zhan
    Department of Gastroenterology, Wuxi People's Hospital, Affiliated Wuxi People's Hospital with Nanjing Medical University, Wuxi, Jiangsu 214023, 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.
  • Xiaoping Zou
    Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University, Nanjing, China.

Keywords

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