Coronary artery disease detection using deep learning and ultrahigh-resolution photon-counting coronary CT angiography.

Journal: Diagnostic and interventional imaging
PMID:

Abstract

PURPOSE: The purpose of this study was to evaluate the diagnostic performance of automated deep learning in the detection of coronary artery disease (CAD) on photon-counting coronary CT angiography (PC-CCTA).

Authors

  • Jan M Brendel
    Department of Radiology, Diagnostic and Interventional Radiology, University of Tübingen, 72076 Germany.
  • Jonathan Walterspiel
    Department of Radiology, Diagnostic and Interventional Radiology, University of Tübingen, 72076 Germany.
  • Florian Hagen
    Department of Diagnostic and Interventional Radiology, Eberhard-Karls-University, Hoppe-Seyler-Str.3, 72076 Tübingen, Germany.
  • Jens Kübler
    Department of Radiology, Diagnostic and Interventional Radiology, University of Tübingen, 72076 Germany.
  • Andreas S Brendlin
    Department of Diagnostic and Interventional Radiology, Eberhard-Karls University, D-72076 Tuebingen, Germany.
  • Saif Afat
    Department of Diagnostic and Interventional Radiology, Eberhard-Karls-University Tuebingen, Tuebingen, Germany.
  • Jean-François Paul
    Institut Mutualiste Montsouris : 42 Boulevard Jourdan, 75014 Paris. Electronic address: dr.jfpaul@gmail.com.
  • Thomas Küstner
    Department of Radiology, Diagnostic and Interventional Radiology, Eberhard Karls University Tübingen, Germany.
  • Konstantin Nikolaou
    Department of Diagnostic and Interventional Radiology, Eberhard-Karls-University, Hoppe-Seyler-Str.3, 72076 Tübingen, Germany.
  • Meinrad Gawaz
    Department of Cardiology and Angiology, University of Tübingen, 72076 Tübingen, Germany.
  • Simon Greulich
    Department of Internal Medicine III, Cardiology and Angiology, University of Tübingen, 72076 Germany.
  • Patrick Krumm
    Department of Radiology, Diagnostic and Interventional Radiology, University of Tübingen, 72076 Germany. Electronic address: patrick.krumm@med.uni-tuebingen.de.
  • Moritz T Winkelmann
    Department of Radiology, Diagnostic and Interventional Radiology, University of Tübingen, 72076, Tübingen, Germany.