Deep Learning-Enabled Assessment of Left Heart Structure and Function Predicts Cardiovascular Outcomes.

Journal: Journal of the American College of Cardiology
PMID:

Abstract

BACKGROUND: Deep learning interpretation of echocardiographic images may facilitate automated assessment of cardiac structure and function.

Authors

  • Emily S Lau
    Cardiovascular Research Center, Department of Medicine (X.W., S.K., L.-C.W., J.P.P., E.S.L., R.V., P.T.E., S.A.L.), Massachusetts General Hospital, Boston.
  • Paolo Di Achille
    Data Sciences Platform, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, Massachusetts.
  • Kavya Kopparapu
    Data Sciences Platform, Broad Institute of Harvard University and the Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
  • Carl T Andrews
    Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.
  • Pulkit Singh
    Data Sciences Platform (S.F., C.R., P.D.A., N.D., P.S., G.S., A.A.P., P.B.), Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge.
  • Christopher Reeder
    Data Sciences Platform (S.F., C.R., P.D.A., N.D., P.S., G.S., A.A.P., P.B.), Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge.
  • Mostafa Al-Alusi
    Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA; Cardiovascular Disease Initiative, Broad Institute of Harvard University and the Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
  • Shaan Khurshid
    Division of Cardiology, Massachusetts General Hospital, Boston, Massachusetts.
  • Julian S Haimovich
    Albert Einstein College of Medicine, Bronx, New York, United States of America.
  • Patrick T Ellinor
    Cardiovascular Disease Initiative, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, Massachusetts.
  • Michael H Picard
    Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.
  • Puneet Batra
    Data Sciences Platform, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, Massachusetts.
  • Steven A Lubitz
    Cardiovascular Disease Initiative, Broad Institute of Harvard and the Massachusetts Institute of Technology, Cambridge, Massachusetts.
  • Jennifer E Ho
    Division of Cardiology, Massachusetts General Hospital, Boston, Massachusetts.