Machine Learning of Cardiac Anatomy and the Risk of New-Onset Atrial Fibrillation After TAVR.

Journal: JACC. Clinical electrophysiology
Published Date:

Abstract

BACKGROUND: New-onset atrial fibrillation (NOAF) occurs in 5% to 15% of patients who undergo transfemoral transcatheter aortic valve replacement (TAVR). Cardiac imaging has been underutilized to predict NOAF following TAVR.

Authors

  • Mark S Brahier
    Electrophysiology Section, Duke Heart Center, Duke University Hospital and Duke Clinical Research Institute, Durham, North Carolina.
  • Shwetha Kochi
    Georgetown University Medical Center, Washington, DC, USA.
  • Julia Huang
    Georgetown University Medical Center, Washington, DC, USA.
  • Emma Piliponis
    Georgetown University Medical Center, Washington, DC, USA.
  • Andrew Smith
    Department of Computer Science and Engineering (University of South Carolina), Columbia, SC 29208 USA.
  • Adam Johnson
    Georgetown University Medical Center, Washington, DC, USA.
  • Suraya Poian
    Georgetown University Medical Center, Washington, DC, USA.
  • Musa Abdulkareem
    Barts Heart Centre, Barts Health National Health Service Trust, London, UK; National Institute for Health Research Barts Biomedical Research Centre, William Harvey Research Institute, Queen Mary University of London, London, UK; Health Data Research UK, London, UK.
  • Xiaoyang Ma
    Georgetown University Medical Center, Washington, DC, USA.
  • Colin Wu
    National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland.
  • Jonathan P Piccini
    Duke Clinical Research Institute, Duke University Medical Center, Durham, NC (J.P.P.).
  • Steffen Petersen
  • Jose D Vargas
    Veterans Affairs Medical Center, Washington, DC, USA.