Deep Learning Models for Predicting Left Heart Abnormalities From Single-Lead Electrocardiogram for the Development of Wearable Devices.

Journal: Circulation journal : official journal of the Japanese Circulation Society
PMID: 37967949

Abstract

BACKGROUND: Left heart abnormalities are risk factors for heart failure. However, echocardiography is not always available. Electrocardiograms (ECGs), which are now available from wearable devices, have the potential to detect these abnormalities. Nevertheless, whether a model can detect left heart abnormalities from single Lead I ECG data remains unclear.

Authors

  • Masataka Sato
    Department of Cardiovascular Medicine, The University of Tokyo Hospital.
  • Satoshi Kodera
    Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo.
  • Naoto Setoguchi
    Division of Cardiology, Mitsui Memorial Hospital.
  • Kengo Tanabe
    Division of Cardiology, Mitsui Memorial Hospital.
  • Shunichi Kushida
    Department of Cardiovascular Medicine, Asahi General Hospital.
  • Junji Kanda
    Department of Cardiovascular Medicine, Asahi General Hospital.
  • Mike Saji
    Department of Cardiology, Sakakibara Heart Institute, Tokyo, Japan.
  • Mamoru Nanasato
    Department of Cardiology, Sakakibara Heart Institute.
  • Hisataka Maki
    Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University.
  • Hideo Fujita
    Division of Cardiovascular Medicine, Saitama Medical Center, Jichi Medical University.
  • Nahoko Kato
    Department of Cardiology, Tokyo Bay Urayasu Ichikawa Medical Center.
  • Hiroyuki Watanabe
    Graduate School of Health Sciences, Showa University, Tookaichibacho, Midori-ku, Yokohama, Kanagawa, Japan.
  • Minami Suzuki
    Department of Cardiology, JR General Hospital.
  • Masao Takahashi
    Department of Radiology, Saitama Medical University, 38 Morohongou, Moroyama-machi, Iruma-gun, Saitama, Japan.
  • Naoko Sawada
    Department of Cardiovascular Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan.
  • Masao Yamasaki
    Department of Cardiology, NTT Medical Center Tokyo.
  • Shinnosuke Sawano
    Department of Cardiovascular Medicine, The University of Tokyo.
  • Susumu Katsushika
    Department of Cardiovascular Medicine, The University of Tokyo.
  • Hiroki Shinohara
    Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo.
  • Norifumi Takeda
    Department of Cardiovascular Medicine, The University of Tokyo.
  • Katsuhito Fujiu
    Department of Cardiovascular Medicine, The University of Tokyo.
  • Masao Daimon
    Department of Cardiovascular Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan.
  • Hiroshi Akazawa
    Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo.
  • Hiroyuki Morita
    Department of Cardiovascular Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan.
  • Issei Komuro
    Department of Cardiovascular Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan.

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