Imaging-based Machine-learning Models to Predict Clinical Outcomes and Identify Biomarkers in Pancreatic Cancer: A Scoping Review.

Journal: Annals of surgery
Published Date:

Abstract

OBJECTIVE: To perform a scoping review of imaging-based machine-learning models to predict clinical outcomes and identify biomarkers in patients with PDAC.

Authors

  • Boris V Janssen
    Department of Surgery, Amsterdam UMC, University of Amsterdam, Cancer Center Amsterdam, Amsterdam, The Netherlands.
  • Severano Verhoef
    Department of Surgery, Amsterdam UMC, University of Amsterdam, Cancer Center Amsterdam, Amsterdam, The Netherlands.
  • Nina J Wesdorp
    Department of Surgery, Cancer Center Amsterdam, Amsterdam University Medical Centers, Vrije Universiteit, Amsterdam, The Netherlands. n.wesdorp@amsterdamumc.nl.
  • Joost Huiskens
    SAS Institute B.V, Huizen, The Netherlands.
  • Onno J de Boer
    Department of Pathology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
  • Henk Marquering
    Biomedical Engineering and Physics, Amsterdam UMC, Location AMC, Meibergdreef 15, 1105 AZ Amsterdam, the Netherlands; Radiology & Nuclear Medicine, Amsterdam UMC, Location AMC, Meibergdreef 15, 1105 AZ Amsterdam, the Netherlands.
  • Jaap Stoker
    Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centers - location AMC, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Gastroenterology, Endocrinology and Metabolism, Amsterdam University Medical Centers - location AMC, Amsterdam, the Netherlands.
  • Geert Kazemier
    Department of Surgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands.
  • Marc G Besselink
    Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands. m.g.besselink@amsterdamumc.nl.