DEep LearnIng-based QuaNtification of epicardial adipose tissue predicts MACE in patients undergoing stress CMR.

Abstract

Authors

• Marco Guglielmo
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Marco Penso
  Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy. Electronic address: marco.penso@cardiologicomonzino.it.
• Maria Ludovica Carerj
  Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, Via C. Parea 4, 20138, Milan, Italy.
• Carlo Maria Giacari
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Alessandra Volpe
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Laura Fusini
  Department of Cardiovascular Sciences, Centro Cardiologico Monzino, Milan, Italy.
• Andrea Baggiano
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Saima Mushtaq
  Centro Cardiologico Monzino Scientific Institute for Research, Hospitalisation and Health Care (IRCCS) Milan Italy.
• Andrea Annoni
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Francesco Cannata
  Humanitas Clinical and Research Hospital IRCCS, Rozzano-Milano, Italy.
• Francesco Cilia
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Alberico Del Torto
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Fabio Fazzari
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Alberto Formenti
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Antonio Frappampina
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Paola Gripari
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Daniele Junod
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Maria Elisabetta Mancini
  Centro Cardiologico Monzino, IRCCS, Milan, Italy.
• Valentina Mantegazza
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy; Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milan, Italy.
• Riccardo Maragna
  Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milano, Milano, Italy.
• Francesca Marchetti
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Giorgio Mastroiacovo
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Sergio Pirola
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Luigi Tassetti
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Francesca Baessato
  Section of Cardiology, Department of Medicine, University of Verona, Verona, Italy.
• Valentina Corino
  Department of Perioperative Cardiology and Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy; Department of Electronics, Information and Biomedical Engineering, Politecnico di Milano, Milan, Italy.
• Andrea Igoren Guaricci
  University Cardiology Unit, Cardiothoracic Department, Polyclinic University Hospital, Policlinico Bari, piazza Giulio Cesare n.11, 70120 Bari, Italy.
• Mark G Rabbat
  Loyola University Medical Center, Maywood, IL, USA.
• Alexia Rossi
  Department of Biomedical Sciences, Humanitas University, Milan, Pieve Emanuele, Italy.
• Chiara Rovera
  Ospedale di Chivasso, Turin, Italy.
• Pietro Costantini
  Radiology Department, Ospedale Maggiore Della Carita' University Hospital, Novara, Italy.
• Ivo van der Bilt
  Department of Cardiology, Division of Heart and Lungs, Utrecht University, Utrecht University Medical Center, Utrecht, the Netherlands; Department of Cardiology, Haga Teaching Hospital, The Hague, the Netherlands.
• Pim van der Harst
  Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, Utrecht 3584 CX, The Netherlands.
• Marianna Fontana
  Institute of Cardiovascular Science, University College London, United Kingdom (K.D.K., A.S., J.B.A., L.C., C.M., A.N.B., T.K., C.V.B., R.H.D., M.F., J.C.M.).
• Enrico G Caiani
  Department of Electronics, Information and Biomedical Engineering, Politecnico Di Milano, P.zza L. da Vinci 32, 20133, Milan, Italy. enrico.caiani@polimi.it.
• Mauro Pepi
  Clinical Cardiology Unit and Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Gianluca Pontone
  Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.

Keywords

External Resources