A Novel ECG-Based Deep Learning Algorithm to Predict Cardiomyopathy in Patients With Premature Ventricular Complexes.

Journal: JACC. Clinical electrophysiology
PMID: 37480862

Abstract

BACKGROUND: Premature ventricular complexes (PVCs) are prevalent and, although often benign, they may lead to PVC-induced cardiomyopathy. We created a deep-learning algorithm to predict left ventricular ejection fraction (LVEF) reduction in patients with PVCs from a 12-lead electrocardiogram (ECG).

Authors

  • Joshua Lampert
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA. Electronic address: joshuamlampert@gmail.com.
  • Akhil Vaid
    Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY 10029 USA.
  • William Whang
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Jacob Koruth
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Marc A Miller
    Icahn School of Medicine at Mount Sinai, Mount Sinai Hospital, New York (M.A.M.).
  • Marie-Noelle Langan
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Daniel Musikantow
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Mohit Turagam
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Abhishek Maan
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Iwanari Kawamura
    Department of Cardiology Tokyo Metropolitan Hiroo Hospital Tokyo Japan.
  • Srinivas Dukkipati
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
  • Girish N Nadkarni
    Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai, New York, NY, USA.
  • Vivek Y Reddy
    Helmsley Electrophysiology Center, Icahn School of Medicine at Mount Sinai, New York, New York, USA.

Keywords

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