Leveraging a Vision Transformer Model to Improve Diagnostic Accuracy of Cardiac Amyloidosis With Cardiac Magnetic Resonance.

Journal: JACC. Cardiovascular imaging
PMID:

Abstract

BACKGROUND: Cardiac magnetic resonance (CMR) imaging is an important diagnostic tool for diagnosis of cardiac amyloidosis (CA). However, discrimination of CA from other etiologies of myocardial disease can be challenging.

Authors

  • Joshua Cockrum
    University of Michigan Hospitals, Ann Arbor, Michigan, USA.
  • Makiya Nakashima
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio, USA; Cardiovascular Innovations Research Center, Cleveland Clinic, Cleveland, Ohio, USA.
  • Carl Ammoury
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio, USA; Cardiovascular Innovations Research Center, Cleveland Clinic, Cleveland, Ohio, USA.
  • Diane Rizkallah
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio, USA; Cardiovascular Innovations Research Center, Cleveland Clinic, Cleveland, Ohio, USA.
  • Joseph Mauch
    University of Michigan Hospitals, Ann Arbor, Michigan, USA.
  • David Lopez
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Weston, Florida, USA.
  • David Wolinksy
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Weston, Florida, USA.
  • Tae Hyun Hwang
  • Samir Kapadia
    Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.
  • Lars G Svensson
    Department of Thoracic and Cardiovascular Surgery, Miller Family Heart and Vascular Institute, Cleveland, Ohio; Aortic Center, Miller Family Heart and Vascular Institute, Cleveland, Ohio.
  • Richard Grimm
    Section of Cardiovascular Imaging, Robert and Suzanne Tomsich Department of Cardiovascular Medicine, Sydell and Arnold Miller Family Heart, Vascular and Thoracic Institute, Cleveland Clinic, OH, USA.
  • Mazen Hanna
    Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, Ohio, USA.
  • W H Wilson Tang
    Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.
  • Christopher Nguyen
    Cardiovascular Research Center, Massachusetts General Hospital, Charlestown, MA 02129, USA Caroline.Burns@childrens.harvard.edu Geoff.Burns@childrens.harvard.edu Christopher.nguyen@mgh.harvard.edu.
  • David Chen
    Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
  • Deborah Kwon
    Department of Cardiovascular Medicine, Heart, Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, OH, USA.