Detection of Right and Left Ventricular Dysfunction in Pediatric Patients Using Artificial Intelligence-Enabled ECGs.

Journal: Journal of the American Heart Association
PMID: 39494568

Abstract

BACKGROUND: Early detection of left and right ventricular systolic dysfunction (LVSD and RVSD respectively) in children can lead to intervention to reduce morbidity and death. Existing artificial intelligence algorithms can identify LVSD and RVSD in adults using a 12-lead ECG; however, its efficacy in children is uncertain. We aimed to develop novel artificial intelligence-enabled ECG algorithms for LVSD and RVSD detection in pediatric patients.

Authors

  • Scott Anjewierden
    Department of Pediatrics and Adolescent Medicine Mayo Clinic Rochester MN USA.
  • Donnchadh O'Sullivan
    Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, Minn.
  • Kathryn E Mangold
    Department of Cardiovascular Medicine, Mayo Clinic College of Medicine, Rochester, Minnesota, USA.
  • Grace Greason
    Department of Cardiovascular Medicine Mayo Clinic Rochester MN USA.
  • Itzhak Zachi Attia
    Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, USA.
  • Francisco Lopez-Jimenez
    Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA.
  • Paul A Friedman
    Department of Cardiovascular Medicine, Mayo Clinic College of Medicine, Rochester, Minnesota, USA.
  • Samuel J Asirvatham
    Department of Cardiovascular Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA.
  • Jason Anderson
    Division of Pediatric Cardiology, Department of Pediatric and Adolescent Medicine Mayo Clinic Rochester MN USA.
  • Benjamin W Eidem
    Division of Pediatric Cardiology, Department of Pediatric and Adolescent Medicine Mayo Clinic Rochester MN USA.
  • Jonathan N Johnson
    Division of Pediatric Cardiology, Department of Pediatric and Adolescent Medicine Mayo Clinic Rochester MN USA.
  • Shisheer Havangi Prakash
    Department of Cardiovascular Medicine Mayo Clinic Rochester MN USA.
  • Talha Niaz
    Division of Pediatric Cardiology, Department of Pediatric and Adolescent Medicine Mayo Clinic Rochester MN USA.
  • Malini Madhavan
    Department of Cardiovascular Medicine Mayo Clinic Rochester MN USA.

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