Preoperative detection of hepatocellular carcinoma's microvascular invasion on CT-scan by machine learning and radiomics: A preliminary analysis.

Journal: European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology
Published Date:

Abstract

INTRODUCTION: Microvascular invasion (MVI) is the main risk factor for overall mortality and recurrence after surgery for hepatocellular carcinoma (HCC).The aim was to train machine-learning models to predict MVI on preoperative CT scan.

Authors

  • Simone Famularo
    Hepatobiliary Surgery Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Catholic University of the Sacred Heart, Rome, Italy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy; IRCAD, Research Institute Against Cancer of the Digestive System, 1 Place de l'Hôpital, Strasbourg, 67091, France. Electronic address: simone.famularo@gmail.com.
  • Camilla Penzo
    Pole d'Expertise de la Regulation Numérique (PEReN), Paris, France.
  • Cesare Maino
    Department of Radiology, Fondazione IRCCS San Gerardo dei Tintori, Monza 20900, Italy.
  • Flavio Milana
    Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy; Department of Hepatobiliary and General Surgery, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.
  • Riccardo Oliva
    Dipartimento di Scienze della Salute della Donna e del Bambino e di Sanità Pubblica, Fondazione Policlinico Universitario A. Gemelli IRCCS, UOC Ginecologia Oncologica, 00168, Rome, Italy.
  • Jacques Marescaux
  • Michele Diana
  • Fabrizio Romano
    School of Medicine and Surgery, University of Milan-Bicocca, Department of Surgery, San Gerardo Hospital, Monza, Italy.
  • Felice Giuliante
    Hepatobiliary Surgery Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Catholic University of the Sacred Heart, Rome, Italy.
  • Francesco Ardito
    Hepatobiliary Surgery Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Catholic University of the Sacred Heart, Rome, Italy.
  • Gian Luca Grazi
    Division of Hepatobiliarypancreatic Unit, IRCCS - Regina Elena National Cancer Institute, Rome, Italy.
  • Matteo Donadon
    Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy; Department of General Surgery, University Maggiore Hospital Della Carità, Novara, Italy.
  • Guido Torzilli
    Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy; Department of Hepatobiliary and General Surgery, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.