Deep Learning for Echo Analysis, Tracking, and Evaluation of Mitral Regurgitation (DELINEATE-MR).

Journal: Circulation
PMID:

Abstract

BACKGROUND: Artificial intelligence, particularly deep learning (DL), has immense potential to improve the interpretation of transthoracic echocardiography (TTE). Mitral regurgitation (MR) is the most common valvular heart disease and presents unique challenges for DL, including the integration of multiple video-level assessments into a final study-level classification.

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.).
  • Christopher M Haggerty
    IT Data Science, NewYork-Presbyterian Hospital, New York, New York, USA.
  • Joshua Finer
    NewYork-Presbyterian Hospital, New York, New York, USA.
  • Dustin Hartzel
    Department of Imaging Science and Innovation, Geisinger, Danville, Pennsylvania.
  • Linyuan Jing
    Department of Imaging Science and Innovation, Geisinger, Danville, Pennsylvania.
  • Azadeh Keivani
    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.).
  • 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.).
  • 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.).
  • 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 Beecy
    Division of Cardiology, Department of Medicine, Weill Cornell Medicine and NewYork-Presbyterian, New York, NY, USA.
  • 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.
  • Shunichi Homma
    Department of Medicine, Columbia University, New York, NY, USA.
  • Qi Liu
    National Institute of Traditional Chinese Medicine Constitution and Preventive Medicine, Beijing University of Chinese Medicine, Beijing, China.
  • Vratika Agarwal
    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.).
  • Mark Lebehn
    Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center, New York, New York, 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 Hahn
    Heart Lung Research Institute of Western Australia, Perth, WA, Australia.
  • 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.