Artificial Intelligence-Electrocardiography to Predict Incident Atrial Fibrillation: A Population-Based Study.

Journal: Circulation. Arrhythmia and electrophysiology
PMID: 33185118

Abstract

BACKGROUND: An artificial intelligence (AI) algorithm applied to electrocardiography during sinus rhythm has recently been shown to detect concurrent episodic atrial fibrillation (AF). We sought to characterize the value of AI-enabled electrocardiography (AI-ECG) as a predictor of future AF and assess its performance compared with the CHARGE-AF score (Cohorts for Aging and Research in Genomic Epidemiology-AF) in a population-based sample.

Authors

  • Georgios Christopoulos
    Department of Cardiovascular Medicine (G.C., X.Y., Z.I.A., K.C.S., P.A.F., P.A.N.), Mayo Clinic, Rochester, MN.
  • Jonathan Graff-Radford
    Department of Neurology, Mayo Clinic and Foundation, Rochester, MN, USA.
  • Camden L Lopez
    Department of Health Sciences Research (C.L.L., X.Y., R.C.P., M.M.M., W.K.), Mayo Clinic, Rochester, MN.
  • Xiaoxi Yao
    Department of Health Sciences Research, Division of Health Care Policy and Research, Mayo Clinic, Rochester, Minnesota.
  • Zachi I Attia
    Department of Cardiovascular Medicine, Mayo Clinic College of Medicine, Rochester, Minnesota, USA.
  • Alejandro A Rabinstein
    Department of Neurology, Mayo Clinic, Rochester, MN, USA.
  • Ronald C Petersen
    Department of Neurology, Mayo Clinic, Rochester, USA.
  • David S Knopman
    Department of Neurology, Mayo Clinic and Foundation, Rochester, MN, USA.
  • Michelle M Mielke
    Division of Epidemiology, Department of Neurology, Mayo Clinic, Rochester, MN USA.
  • Walter Kremers
    Department of Neurology (J.G.-R., A.A.R., R.C.P., D.S.K., M.M.M., W.K., P.V.), Mayo Clinic, Rochester, MN.
  • Prashanthi Vemuri
    Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA.
  • Konstantinos C Siontis
    Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN.
  • Paul A Friedman
    Department of Cardiovascular Medicine, Mayo Clinic College of Medicine, Rochester, Minnesota, USA.
  • Peter A Noseworthy
    Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota.

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