Electrocardiogram-Based Deep Learning to Predict Mortality in Repaired Tetralogy of Fallot.

Journal: JACC. Clinical electrophysiology
PMID:

Abstract

BACKGROUND: Artificial intelligence-enhanced electrocardiogram (AI-ECG) analysis shows promise to predict mortality in adults with acquired cardiovascular diseases. However, its application to the growing repaired tetralogy of Fallot (rTOF) population remains unexplored.

Authors

  • Joshua Mayourian
    Department of Cardiology (J.M., S.J.G., T.G., A.D., M.E.A., J.K.T.), Boston Children's Hospital, MA.
  • Juul P A van Boxtel
    Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA; Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands.
  • Lynn A Sleeper
    Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
  • Vedang Diwanji
    Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
  • Alon Geva
    Computational Health Informatics Program, Boston Children's Hospital, Boston, Massachusetts, USA.
  • Edward T O'Leary
    Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
  • John K Triedman
    Department of Cardiology (J.M., S.J.G., T.G., A.D., M.E.A., J.K.T.), Boston Children's Hospital, MA.
  • Sunil J Ghelani
    Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA.
  • Rachel M Wald
    University of Toronto, Toronto, ON, Canada.
  • Anne Marie Valente
    Department of Cardiology, Boston Children's Hospital, Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA.
  • Tal Geva
    Department of Cardiology, Boston Children's Hospital, Boston, MA, USA; Department of Pediatrics, Harvard Medical School, Boston, MA, USA.