Impact of the reperfusion status for predicting the final stroke infarct using deep learning.

Journal: NeuroImage. Clinical
PMID: 33450521

Abstract

BACKGROUND: Predictive maps of the final infarct may help therapeutic decisions in acute ischemic stroke patients. Our objectives were to assess whether integrating the reperfusion status into deep learning models would improve their performance, and to compare them to current clinical prediction methods.

Authors

  • Noëlie Debs
    CREATIS, CNRS, UMR-5220, INSERM U1206, Université Lyon 1, INSA Lyon, Villeurbanne, France. Electronic address: noelie.debs@creatis.insa-lyon.fr.
  • Tae-Hee Cho
    CREATIS, CNRS, UMR-5220, INSERM U1206, Université Lyon 1, INSA Lyon, Villeurbanne, France; Department of Vascular Neurology, Hospices Civils de Lyon, Lyon, France. Electronic address: tae-hee.cho@chu-lyon.fr.
  • David Rousseau
    Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS), UMR INRA IRHS, Université d'Angers, Angers, 49000, France. david.rousseau@univ-angers.fr.
  • Yves Berthezène
    CREATIS, CNRS, UMR-5220, INSERM U1206, Université Lyon 1, INSA Lyon, Villeurbanne, France; Department of Neuroradiology, Hospices Civils de Lyon, Lyon, France. Electronic address: yves.berthezene@chu-lyon.fr.
  • Marielle Buisson
    Department of Cardiology, Clinical Investigation Center, CarMeN INSERM U1060, INRA U1397, INSA Lyon, Université Lyon 1, Hospices Civils de Lyon, Lyon, France. Electronic address: marielle.buisson01@chu-lyon.fr.
  • Omer Eker
    CREATIS, CNRS, UMR-5220, INSERM U1206, Université Lyon 1, INSA Lyon, Villeurbanne, France; Department of Neuroradiology, Hospices Civils de Lyon, Lyon, France. Electronic address: omer.eker@chu-lyon.fr.
  • Laura Mechtouff
    Department of Vascular Neurology, Hospices Civils de Lyon, Lyon, France; Department of Cardiology, Clinical Investigation Center, CarMeN INSERM U1060, INRA U1397, INSA Lyon, Université Lyon 1, Hospices Civils de Lyon, Lyon, France. Electronic address: laura.mechtouff@chu-lyon.fr.
  • Norbert Nighoghossian
    CREATIS, CNRS, UMR-5220, INSERM U1206, Université Lyon 1, INSA Lyon, Villeurbanne, France; Department of Vascular Neurology, Hospices Civils de Lyon, Lyon, France. Electronic address: norbert.nighoghossian@chu-lyon.fr.
  • Michel Ovize
    Department of Neuroradiology, Hospices Civils de Lyon, Lyon, France. Electronic address: michel.ovize@chu-lyon.fr.
  • Carole Frindel
    CREATIS, Univ Lyon, CNRS UMR5220, INSERM U1044, Université Claude Bernard Lyon1, INSA Lyon, Villeurbanne, France.

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