Artificial Intelligence-Enabled Short-Term Ambulatory Monitoring ECG during Sinus Rhythm for Prediction of Hidden Atrial Fibrillation.

Journal: Journal of cardiovascular electrophysiology
Published Date:

Abstract

BACKGROUND: Screening of asymptomatic/occult atrial fibrillation (AF) remains challenging. This study aimed to use a deep learning model to predict hidden AF in patients who showed normal sinus rhythm (SR) during 24-h Holter monitoring.

Authors

  • Ting-Yung Chang
    Heart Rhythm Center, Division of Cardiology, Department of Medicine (C.-M.L., S.-L.C., Y.-J.L., L.-W.L., Y.-F.H., F.-P.C., T.-F.C., T.-C.T., J.-N.L., C.-Y.L., T.-Y.C., C.-I.W., L.K., Y.-C.S., S.-A.C.), Taipei Veterans General Hospital, Taiwan.
  • Song-Po Chen
    Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan, ROC.
  • Jui-Hung Hsieh
    Department of Computer and Communication Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan, ROC.
  • Guan-Jun Huang
    Department of Computer and Communication Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan, ROC.
  • King-Chu Hung
    Department of Computer and Communication Engineering, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan, ROC.
  • Shu-Mei Guo
    Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan City, Taiwan, R.O.C.
  • Chih-Min Liu
    Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Shih-Lin Chang
    Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan; Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan; Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan.
  • Yenn-Jiang Lin
    Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan; Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan; Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan.
  • Li-Wei Lo
    Heart Rhythm Center, Division of Cardiology, Department of Medicine (C.-M.L., S.-L.C., Y.-J.L., L.-W.L., Y.-F.H., F.-P.C., T.-F.C., T.-C.T., J.-N.L., C.-Y.L., T.-Y.C., C.-I.W., L.K., Y.-C.S., S.-A.C.), Taipei Veterans General Hospital, Taiwan.
  • Yu-Feng Hu
    Heart Rhythm Center, Division of Cardiology, Department of Medicine (C.-M.L., S.-L.C., Y.-J.L., L.-W.L., Y.-F.H., F.-P.C., T.-F.C., T.-C.T., J.-N.L., C.-Y.L., T.-Y.C., C.-I.W., L.K., Y.-C.S., S.-A.C.), Taipei Veterans General Hospital, Taiwan.
  • Fa-Po Chung
    Heart Rhythm Center, Division of Cardiology, Department of Medicine (C.-M.L., S.-L.C., Y.-J.L., L.-W.L., Y.-F.H., F.-P.C., T.-F.C., T.-C.T., J.-N.L., C.-Y.L., T.-Y.C., C.-I.W., L.K., Y.-C.S., S.-A.C.), Taipei Veterans General Hospital, Taiwan.
  • Chin-Yu Lin
    Heart Rhythm Center, Division of Cardiology, Department of Medicine (C.-M.L., S.-L.C., Y.-J.L., L.-W.L., Y.-F.H., F.-P.C., T.-F.C., T.-C.T., J.-N.L., C.-Y.L., T.-Y.C., C.-I.W., L.K., Y.-C.S., S.-A.C.), Taipei Veterans General Hospital, Taiwan.
  • Shih-Ann Chen
    Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan; Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan. Electronic address: epsachen@ms41.hinet.net.

Keywords

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