A method to screen left ventricular dysfunction through ECG based on convolutional neural network.

Journal: Journal of cardiovascular electrophysiology
PMID:

Abstract

OBJECTIVE: This study aims to develop an artificial intelligence-based method to screen patients with left ventricular ejection fraction (LVEF) of 50% or lesser using electrocardiogram (ECG) data alone.

Authors

  • Jin-Yu Sun
    Department of Cardiology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
  • Yue Qiu
    Department of Anesthesiology and Perioperative Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
  • Hong-Cheng Guo
    Tsien Hsue-shen college, Nanjing University of Science and Technology, Nanjing, China.
  • Yang Hua
    Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Bo Shao
    Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Yu-Cong Qiao
    Tsien Hsue-shen college, Nanjing University of Science and Technology, Nanjing, China.
  • Jin Guo
    Graduate School of Engineering, Kagawa University, Takamatsu, Kagawa, Japan. s12d503@stmail.eng.kagawa-u.ac.jp.
  • Han-Lin Ding
    Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
  • Zhen-Ye Zhang
    Department of Cardiology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
  • Ling-Feng Miao
    Department of Cardiology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
  • Ning Wang
    Qilu Hospital of Shandong University Dezhou Hospital, Dezhou, Shandong, China.
  • Yu-Min Zhang
    Department of Cardiology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
  • Yan Chen
    Department of Respiratory and Critical Care Medicine, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, China.
  • Juan Lu
    Yunnan Agricultural University, Kunming, China.
  • Min Dai
    Department of Cardiology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
  • Chang-Ying Zhang
    Department of Cardiology, Wuxi People's Hospital Affiliated to Nanjing Medical University, Wuxi, Jiangsu, China.
  • Ru-Xing Wang
    Department of Cardiology, Wuxi People's Hospital Affiliated to Nanjing Medical University, Wuxi, Jiangsu, China.