Deep learning for echocardiographic assessment and risk stratification of aortic, mitral, and tricuspid regurgitation: the DELINEATE-regurgitation study.

Journal: European heart journal
Published Date:

Abstract

BACKGROUND AND AIMS: Classification and risk stratification in aortic (AR), mitral (MR), and tricuspid regurgitation (TR) remains a significant clinical challenge. This study aimed to develop an artificial intelligence (AI) system to assess valvular regurgitation and stratify MR-progression risk.

Authors

  • Aaron Long
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • Joshua Finer
    NewYork-Presbyterian Hospital, New York, New York, USA.
  • Heidi Hartman
    Department of Medicine, Columbia University Irving Medical Center/NewYork-Presbyterian Hospital, 630 W 168th St, New York, NY 10032, USA.
  • Dustin Hartzel
    Department of Imaging Science and Innovation, Geisinger, Danville, Pennsylvania.
  • Linyuan Jing
    Department of Imaging Science and Innovation, Geisinger, Danville, Pennsylvania.
  • Christopher Kelsey
    Information Technology Data Science, New York-Presbyterian Hospital, NY (C.M.H., J.F., D.H., L.J., A.K., C.K., D.R., J.R., D.v.M., P.E.).
  • Daniel Rocha
    Information Technology Data Science, New York-Presbyterian Hospital, NY (C.M.H., J.F., D.H., L.J., A.K., C.K., D.R., J.R., D.v.M., P.E.).
  • Jeffrey Ruhl
    Information Technology Data Science, New York-Presbyterian Hospital, NY (C.M.H., J.F., D.H., L.J., A.K., C.K., D.R., J.R., D.v.M., P.E.).
  • David vanMaanen
    Information Technology Data Science, New York-Presbyterian Hospital, NY (C.M.H., J.F., D.H., L.J., A.K., C.K., D.R., J.R., D.v.M., P.E.).
  • Youssef Elnabawi
    Department of Medicine, Columbia University Irving Medical Center/NewYork-Presbyterian Hospital, 630 W 168th St, New York, NY 10032, USA.
  • Gil Metser
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • Eamon Duffy
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • Thomas Mawson
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • Emily Tat
    Department of Internal Medicine, Columbia University Medical Center, New York, NY, USA.
  • Christopher M Haggerty
    IT Data Science, NewYork-Presbyterian Hospital, New York, New York, USA.
  • Mathew Maurer
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • 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.
  • Ashley N Beecy
  • 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.
  • Richard B Devereux
    Greenberg Division of Cardiology, Department of Medicine, Weill Cornell Medicine, 525 E 68th St, New York, NY, 10065, USA.
  • Shunichi Homma
    Department of Medicine, Columbia University, New York, NY, USA.
  • Martin Leon
    Seymour, Paul, and Gloria Milstein Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center/New York-Presbyterian Hospital, NY (A.L., G.M., E.D., T.M., M.M., A.J.E., D.K., S.H., Q.L., V.A., M. Lebehn, M. Leon, R.H., P.E., T.J.P.).
  • 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.
  • 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.