Predictive models of clinical outcome of endovascular treatment for anterior circulation stroke using machine learning.

Journal: Journal of neuroscience methods
PMID: 39884441

Abstract

BACKGROUND AND PURPOSE: Mechanical Thrombectomy (MT) has recently become the standard of care for anterior circulation stroke with large vessel occlusion, but predictive factors of successful MT are still not clearly defined. To tailor treatment individually for each patient, the aim of this study was to evaluate the performances of Machine Learning to predict clinical outcome (mRS) at 3 months after MT.

Authors

  • Clément Bogey
    Limoges university hospital, Department of radiology, Limoges, France.
  • Aymeric Rouchaud
    Univ. Limoges, CNRS, XLIM, UMR 7252, F-87000 Limoges, France; Limoges university hospital, Department of radiology, Limoges, France.
  • Jean-Christophe Gentric
    University of Brest, GETBO, INSERM UMR1304, Neuroradiology, University Hospital of Brest, Brest, France.
  • Edouard Beaufreton
    University of Brest, GETBO, INSERM UMR1304, Neuroradiology, University Hospital of Brest, Brest, France.
  • Serge Timsit
    University of Brest, INSERM UMR1078, Neurology, University Hospital of Brest, Brest, France.
  • Frédéric Clarençon
    Department of Neuroradiology, Pitié-Salpêtrière Hospital, AP-HP, Paris, France frederic.clarencon@aphp.fr.
  • Jildaz Caroff
    NEURI Vascular Center, Bicetre Hospital Interventional Neuroradiology, Le Kremlin-Bicetre, France.
  • Romain Bourcier
    Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, F-44000 Nantes, France.
  • François Zhu
    Department of Neuroradiology, Nancy University Hospital, Tours, France.
  • Cyril Dargazanli
    Department of Neuroradiology, Montpellier University Hospital, Tours, France.
  • Jean-François Hak
    Department of Neuroradiology, Marseille University Hospital, Tours, France.
  • Grégoire Boulouis
    Institut de Psychiatrie et Neurosciences de Paris (IPNP), INSERM U1266, Paris, France.
  • Heloise Ifergan
    Department of Neuroradiology, Tours University Hospital, Tours, France.
  • Raoul Pop
    Department of Neuroradiology, Strasbourg University Hospital, Tours, France.
  • Geraud Forestier
    Neuroradiology Department, Limoges University Hospital, Limoges, France.
  • Bertrand Lapergue
    Department of Stroke Center and Diagnostic and Interventional Neuroradiology, University of Versailles and Saint Quentin en Yvelines, Foch Hospital, Suresnes, France.
  • Julien Ognard
    Neuroradiology, University Hospital of Brest, boulevard Tanguy-Prigent, 29609 Brest cedex, France; Laboratory of medical information processing - LaTIM, Inserm UMR 1101, CS 93837, Université de Bretagne Occidentale, 22, avenue Camille-Desmoulins, 29238 Brest cedex 3, France.

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