Utility of an Echocardiographic Machine Learning Model to Predict Outcomes in Intensive Cardiac Care Unit Patients.

Journal: Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography
PMID:

Abstract

INTRODUCTION: The risk stratification at admission to the intensive cardiac care unit (ICCU) is crucial and remains challenging.

Authors

  • Samy Aghezzaf
    Lille University, Inserm U1011- EGID, Lille, France; Department of Clinical Physiology and Echocardiography, Heart Valve Clinic, Lille University Hospital, Lille, France.
  • Augustin Coisne
    Lille University, Inserm U1011- EGID, Lille, France; Department of Clinical Physiology and Echocardiography, Heart Valve Clinic, Lille University Hospital, Lille, France; Cardiovascular Research Foundation, New York, New York.
  • Kenza Hamzi
    MIRACL.ai Laboratory, Multimodality Imaging for Research and Analysis Core Laboratory and Artificial Intelligence, University Hospital of Lariboisiere (AP-HP), Paris, France.
  • Solenn Toupin
    Siemens Healthcare France, Scientific Partnerships, Saint-Denis, France.
  • Claire Bouleti
    Department of Cardiology, University Hospital of Poitiers, Poitiers, France.
  • Charles Fauvel
    Department of cardiology, CHU de Rouen, FHU REMOD-VHF, 76000 Rouen, France. Electronic address: charles_fauvel@orange.fr.
  • Jean-Baptiste Brette
    Department of Cardiology, Rangueil University Hospital, Toulouse, France.
  • David Montaigne
    Lille University, Inserm U1011- EGID, Lille, France; Department of Clinical Physiology and Echocardiography, Heart Valve Clinic, Lille University Hospital, Lille, France.
  • Reza Rossanaly Vasram
    Department of Cardiology, Felix-Guyon University Hospital, Saint-Denis-de-La-Reunion, France.
  • Antonin Trimaille
    Department of Cardiovascular Medicine, Nouvel Hôpital Civil, Strasbourg University Hospital, Strasbourg, France.
  • Gilles Lemesle
    Lille University, Inserm U1011- EGID, Lille, France; Heart and Lung Institute, University hospital of Lille, Lille, France; FACT (French Alliance for Cardiovascular Trials), Paris, France.
  • Guillaume Schurtz
    Heart and Lung Institute, University hospital of Lille, Lille, France; FACT (French Alliance for Cardiovascular Trials), Paris, France.
  • Edouard Gerbaud
    Cardiology Intensive Care Unit and Interventional Cardiology, Hôpital Cardiologique du Haut-Lévêque, Pessac, France; Bordeaux Cardiothoracic Research Center, U1045, Bordeaux University, Bordeaux, France.
  • Clément Delmas
    Department of Cardiology, Rangueil University Hospital, Toulouse, France.
  • Marc Bedossa
    Service de Cardiologie, CHU Rennes, 35000, Rennes, France.
  • Jean-Claude Dib
    Département de Cardiologie, Clinique A Paré, Neuilly/Seine, Neuilly-Sur-Seine, France.
  • Vincent Roule
    Department of Cardiology, Caen University Hospital, Caen, France.
  • Etienne Puymirat
    Department of Cardiology, Hôpital Européen Georges Pompidou (HEGP), Paris, France.
  • Martine Gilard
    Department of Cardiology, University Hospital of Brest, Brest, France.
  • Marouane Boukhris
    Department of Cardiology, University Hospital of Limoges, Limoges, France.
  • Nicolas Mansencal
    CESP, INSERM Unité 1018, Equipe 5 EpRec, Université Paris-Sud, UVSQ, Université Paris-Saclay, Villejuif, France.
  • Nabil Bouali
    Service de Cardiologie, Centre hospitalier de Saintonge, Saintes, France.
  • Stephane Andrieu
    Service de Cardiologie, Hôpital Henri Duffaut, Avignon, France.
  • Trecy Gonçalves
    Department of Cardiology, Université Paris Cité, University Hospital of Lariboisiere, (Assistance Publique des Hôpitaux de Paris, AP-HP), 75010 Paris, France.
  • Jean-Guillaume Dillinger
    MIRACL.ai Laboratory, Multimodality Imaging for Research and Analysis Core Laboratory and Artificial Intelligence, University Hospital of Lariboisiere (AP-HP), Paris, France; Université Paris Cité, Service de Cardiologie, Hôpital Lariboisière-Assistance Publique des Hôpitaux de Paris (APHP), Inserm UMRS 942, Paris, France.
  • Patrick Henry
    Cardiology Department, Lariboisière Hospital, Assistance Publique Hôpitaux de Paris, Université Paris VII Denis Diderot, Paris, France.
  • Théo Pezel
    Department of Cardiology, University Hospital of Lariboisiere, Université Paris-Cité, (Assistance Publique des Hôpitaux de Paris, AP-HP), Paris, France.