Surgical optomics: hyperspectral imaging and deep learning towards precision intraoperative automatic tissue recognition-results from the EX-MACHYNA trial.

Journal: Surgical endoscopy
Published Date: May 24, 2024

Abstract

BACKGROUND: Hyperspectral imaging (HSI), combined with machine learning, can help to identify characteristic tissue signatures enabling automatic tissue recognition during surgery. This study aims to develop the first HSI-based automatic abdominal tissue recognition with human data in a prospective bi-center setting.

Authors

  • Elisa Bannone
    Department of General Surgery, Istituto Ospedaliero Fondazione Poliambulanza, Brescia, Italy.
  • Toby Collins
    IRCAD Strasbourg, Strasbourg, France.
  • Alessandro Esposito
    General Surgery B, The Pancreas Institute, Verona University Hospital Trust, Piazzale L.A. Scuro, 10, 37134, Verona, Italy.
  • Lorenzo Cinelli
    Research Institute Against Digestive Cancer (IRCAD), 67000, Strasbourg, France.
  • Matteo De Pastena
    Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, P.Le Scuro 10, 37134, Verona, Italy.
  • Patrick Pessaux
    Institut Hospitalo-Universitaire de Strasbourg (IHU) Digestive and Endocrine Surgery, Nouvel Hôpital Civil, University of Strasbourg, 1, Place de l'Hôpital, 67091, Strasbourg, France, patrick.pessaux@chru-strasbourg.fr.
  • Emanuele Felli
    Digestive and Transplant Liver Surgery Unit, S.Camillo Hospital, Piazza Carlo Forlanini, 1 00151, Rome, Italy, e.felli@hotmail.com.
  • Elena Andreotti
    Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, P.Le Scuro 10, 37134, Verona, Italy.
  • Nariaki Okamoto
  • Manuel Barberio
    Department of Visceral, Transplant, Thoracic and Vascular Surgery, University Hospital of Leipzig, Leipzig, Germany.
  • Eric Felli
    Hepatology, Department of Biomedical Research, Inselspital, University of Bern, 3010 Bern, Switzerland.
  • Roberto Maria Montorsi
    Amsterdam UMC, Department of Surgery, University of Amsterdam; Cancer Center Amsterdam; Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust.
  • Naomi Ingaglio
    Department of General and Pancreatic Surgery, The Pancreas Institute, University of Verona Hospital Trust, P.Le Scuro 10, 37134, Verona, Italy.
  • María Rita Rodríguez-Luna
    Research Institute against Digestive Cancer, IRCAD, Department of Surgery, Strasbourg, France.
  • Richard Nkusi
    Research Institute against Digestive Cancer (IRCAD), Kigali, Rwanda.
  • Jacque Marescaux
    Research Institute Against Digestive Cancer (IRCAD), 67000, Strasbourg, France.
  • Alexandre Hostettler
    IRCAD Strasbourg, Strasbourg, France.
  • Roberto Salvia
    General Surgery B, The Pancreas Institute, Verona University Hospital Trust, Piazzale L.A. Scuro, 10, 37134, Verona, Italy.
  • Michele Diana

Keywords

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