Deep Learning Electrocardiographic Analysis for Detection of Left-Sided Valvular Heart Disease.

Journal: Journal of the American College of Cardiology
PMID:

Abstract

BACKGROUND: Valvular heart disease is an important contributor to cardiovascular morbidity and mortality and remains underdiagnosed. Deep learning analysis of electrocardiography (ECG) may be useful in detecting aortic stenosis (AS), aortic regurgitation (AR), and mitral regurgitation (MR).

Authors

  • Pierre Elias
    Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center, New York, NY.
  • Timothy J Poterucha
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Vijay Rajaram
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Luca Matos Moller
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Víctor Rodríguez
    EduQTech, E.U. Politécnica, Maria Lluna 3, 50018 Zaragoza, Spain.
  • Shreyas Bhave
    Department of Biomedical Informatics, Columbia University, New York, New York, USA.
  • Rebecca T Hahn
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Geoffrey Tison
    Division of Cardiology, University of California-San Francisco, San Francisco, California, USA.
  • Sean A Abreau
    Department of Medicine, Division of Cardiology, University of California, San Francisco, San Francisco.
  • Joshua Barrios
    Division of Cardiology, University of California-San Francisco, San Francisco, California, USA.
  • Jessica Nicole Torres
    Division of Cardiology, Stanford University, Palo Alto, California, USA.
  • J Weston Hughes
    Department of Computer Science, Stanford University, Palo Alto, CA 94025.
  • Marco V Perez
    Division of Cardiovascular Medicine, Stanford University, CA (S.M.N., M.V.P., M.P.T., P.J.W.).
  • Joshua Finer
    NewYork-Presbyterian Hospital, New York, New York, USA.
  • Susheel Kodali
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Omar Khalique
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Nadira Hamid
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Allan Schwartz
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Shunichi Homma
    Department of Medicine, Columbia University, New York, NY, USA.
  • Deepa Kumaraiah
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • David J Cohen
    Cardiovascular Research Foundation, New York, New York, USA; Department of Cardiology, St. Francis Hospital, Roslyn, New York, USA.
  • Mathew S Maurer
    Division of Cardiology, Department of Medicine (L.W.L., M.S.M., M.P.R., Y.J.S.), Columbia University Irving Medical Center, New York, NY.
  • Andrew J Einstein
    Division of Cardiology, Department of Medicine, Columbia University Medical Center and New York-Presbyterian Hospital, New York, New York; Department of Radiology, Columbia University Medical Center and New York-Presbyterian Hospital, New York, New York.
  • Tamim Nazif
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA.
  • Martin B Leon
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, New York, USA; Cardiovascular Research Foundation, New York, New York, USA.
  • Adler J Perotte
    Department of Biomedical Informatics, Columbia University, New York, New York, USA. Electronic address: adler.perotte@columbia.edu.