The Clinical Application of the Deep Learning Technique for Predicting Trigger Origins in Patients With Paroxysmal Atrial Fibrillation With Catheter Ablation.

Journal: Circulation. Arrhythmia and electrophysiology
Published Date: Nov 1, 2020

Abstract

BACKGROUND: Non-pulmonary vein (NPV) trigger has been reported as an important predictor of recurrence post-atrial fibrillation ablation. Elimination of NPV triggers can reduce the recurrence of postablation atrial fibrillation. Deep learning was applied to preablation pulmonary vein computed tomography geometric slices to create a prediction model for NPV triggers in patients with paroxysmal atrial fibrillation.

Authors

  • 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.
  • Hung-Hsun Chen
    Center of Teaching and Learning Development, National Chiao Tung University, Taiwan.
  • Wei-Shiang Chen
    Institute of Statistics, National Chiao Tung University, 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.
  • Tze-Fan Chao
    Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Ta-Chuan Tuan
    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.
  • Jo-Nan Liao
    Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, 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.
  • 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.
  • Cheng-I Wu
    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.
  • Ling Kuo
    Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Mei-Han Wu
    Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan; Department of Radiology, Taipei Veterans General Hospital, Taipei, Taiwan; Department of Medical Imaging, Diagnostic Radiology, Cheng Hsin General Hospital, Taipei, Taiwan. Electronic address: maybelin.wu@gmail.com.
  • Chun-Ku Chen
    Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan; Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan; Department of Radiology, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Ying-Yueh Chang
    Department of Radiology, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Yang-Che Shiu
    Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
  • Henry Horng-Shing Lu
    Shing-Tung Yau Center, National Chiao Tung University, 1001 University Road, Hsinchu City, Taiwan. hslu@stat.nctu.edu.tw.
  • 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.

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