An artificial intelligence model predicts the survival of solid tumour patients from imaging and clinical data.

Journal: European journal of cancer (Oxford, England : 1990)
Published Date:

Abstract

BACKGROUND: The need for developing new biomarkers is increasing with the emergence of many targeted therapies. Artificial Intelligence (AI) algorithms have shown great promise in the medical imaging field to build predictive models. We developed a prognostic model for solid tumour patients using AI on multimodal data.

Authors

  • Kathryn Schutte
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Fabien Brulport
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Sana Harguem-Zayani
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France; Department of Imaging, Institut Gustave Roussy, 94800 Villejuif, France.
  • Jean-Baptiste Schiratti
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Ridouane Ghermi
    Owkin Lab, Owkin, Inc., 10003, New York, NY, USA.
  • Paul Jehanno
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Alexandre Jaeger
    Owkin Lab, Owkin, Inc., 10003, New York, NY, USA; Calypse Consulting, 75002, Paris, France.
  • Talal Alamri
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France.
  • Raphaël Naccache
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France.
  • Leila Haddag-Miliani
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France.
  • Teresa Orsi
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France.
  • Jean-Philippe Lamarque
    Imaging Department, Gustave Roussy, Université Paris -Saclay, Villejuif, 94805, France.
  • Isaline Hoferer
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France; Biomaps, UMR1281 INSERM, CEA, CNRS, Université Paris-Saclay, 94805, Villejuif, France.
  • Littisha Lawrance
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France.
  • Baya Benatsou
    Department of Imaging, Gustave Roussy, Université Paris Saclay, 94805, Villejuif, France; Biomaps, UMR1281 INSERM, CEA, CNRS, Université Paris-Saclay, 94805, Villejuif, France.
  • Imad Bousaid
    Direction de la Transformation Numérique et des Systèmes d'Information, Gustave Roussy, Université Paris-Saclay, 94805, Villejuif, France.
  • Mikael Azoulay
    Direction de la Transformation Numérique et des Systèmes d'Information, Gustave Roussy, Université Paris-Saclay, 94805, Villejuif, France.
  • Antoine Verdon
    Direction de la Transformation Numérique et des Systèmes d'Information, Institut Gustave Roussy, 94800 Villejuif, France.
  • François Bidault
    Department of Radiology, Institut Gustave Roussy, 94800 Villejuif, France; Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay. BIOMAPS, UMR 1281. Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France.
  • Corinne Balleyguier
    Department of Radiology, Gustave Roussy Cancer Campus, Villejuif, France; Université Paris-Saclay, Paris, France.
  • Victor Aubert
    Owkin Lab, Owkin, Inc., 10003, New York, NY, USA.
  • Etienne Bendjebbar
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Charles Maussion
    OWKIN Paris, France.
  • Nicolas Loiseau
    Owkin Lab, Owkin, Inc, New York, NY, USA.
  • Benoit Schmauch
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Meriem Sefta
    Owkin Lab, Owkin, Inc., New York, NY, USA.
  • Gilles Wainrib
    Ecole Normale Supérieure, Département d'Informatique, équipe DATA, Paris, France.
  • Thomas Clozel
    OWKIN Paris, France.
  • Samy Ammari
    Service de Radiologie, Gustave-Roussy, Université Paris-Saclay, Villejuif, France.
  • Nathalie Lassau
    Laboratoire d'Imagerie Biomédicale Multimodale Paris-Saclay, BIOMAPS, UMR 1281, Université Paris-Saclay, Inserm, CNRS, CEA, 94800 Villejuif, France; Department of Imaging, Institut Gustave Roussy, Université Paris-Saclay. 94800 Villejuif, France.