Predicting Survival After Hepatocellular Carcinoma Resection Using Deep Learning on Histological Slides.

Journal: Hepatology (Baltimore, Md.)
Published Date: Dec 1, 2020

Abstract

BACKGROUND AND AIMS: Standardized and robust risk-stratification systems for patients with hepatocellular carcinoma (HCC) are required to improve therapeutic strategies and investigate the benefits of adjuvant systemic therapies after curative resection/ablation.

Authors

  • Charlie Saillard
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Benoit Schmauch
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Oumeima Laifa
    Owkin Lab, Owkin, Paris, France.
  • Matahi Moarii
    OWKIN Paris, France.
  • Sylvain Toldo
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Mikhail Zaslavskiy
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Elodie Pronier
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Alexis Laurent
    Assistance Publique-Hôpitaux de Paris, Department of Hepatobiliary and Digestive Surgery, Henri Mondor Hospital, Créteil, France.
  • Giuliana Amaddeo
    Paris Est Créteil University, UPEC, Créteil, France.
  • Hélène Regnault
    Assistance Publique-Hôpitaux de Paris, Department of Hepatology, Henri Mondor Hospital, Créteil, France.
  • Daniele Sommacale
    Assistance Publique-Hôpitaux de Paris, Department of Hepatobiliary and Digestive Surgery, Henri Mondor Hospital, Créteil, France.
  • Marianne Ziol
    Assistance Publique-Hôpitaux de Paris, Department of Pathology, Jean Verdier Hospital, Bondy, France.
  • Jean-Michel Pawlotsky
    Paris Est Créteil University, UPEC, Créteil, France.
  • Sébastien Mulé
    Medical Imaging Department, Henri Mondor University Hospital, AP-HP, Créteil, France, Inserm, U955, Team 18, 94000 Créteil, France.
  • Alain Luciani
    Medical Imaging Department, Henri Mondor University Hospital, AP-HP, Créteil, France, Inserm, U955, Team 18, 94000 Créteil, France.
  • Gilles Wainrib
    Ecole Normale Supérieure, Département d'Informatique, équipe DATA, Paris, France.
  • Thomas Clozel
    OWKIN Paris, France.
  • Pierre Courtiol
    OWKIN Paris, France.
  • Julien Calderaro
    Department of Pathology, Henri Mondor University Hospital, Créteil, France.

Keywords

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