Predicting futility of upfront surgery in perihilar cholangiocarcinoma: Machine learning analytics model to optimize treatment allocation. (2025)

Affiliation

• Ratti F; Hepatobiliary Surgery Division, IRCCS Ospedale San Raffaele, Via Olgettina 60, Milano, Italy.
• Marino R; Hepatobiliary Surgery Division, IRCCS Ospedale San Raffaele, Via Olgettina 60, Milano, Italy.
• Olthof PB; Department of Surgery, Division of HPB and Transplant Surgery, Erasmus MC University Medical Center, Rotterdam, The Netherlands.
• Pratschke J; Department of Surgery, Charité-Universitätsmedizin, Berlin, Germany.
• Erdmann JI; Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, University of Amsterdam, The Netherlands.
• Neumann UP; Department of General, Gastrointestinal, Hepatobiliary and Transplant Surgery, RWTH Aachen University Hospital, Aachen, Germany.
• Prasad R; Department of Surgery, Maastricht University Medical Center, Maastricht, The Netherlands.
• Jarnagin WR; Department of Hepatobiliary and Liver Transplant Surgery, Division of Surgery, St James's University Hospital, Leeds, United Kingdom.
• Schnitzbauer AA; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA.
• Cescon M; Department of General and Visceral Surgery, University Hospital, Goethe University, Frankfurt, Germany.
• Guglielmi A; Department of General Surgery and Transplantation, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
• Lang H; Unit of General and Hepatobiliary Surgery, Department of Surgical Sciences, Dentistry, Gynecology and Pediatrics, University of Verona, Verona, Italy.
• Nadalin S; Department of General, Visceral and Transplant Surgery, University Hospital Mainz, Mainz, Germany.
• Topal B; Department of General and Transplant Surgery, University Hospital Tübingen, Tübingen, Germany.
• Maithel SK; Department of Abdominal Surgery, University Hospitals Gasthuisberg Leuven and KU Leuven, Leuven, Belgium.
• Hoogwater FJH; Division of Surgical Oncology, Department of Surgery, Winship Cancer Institute, Emory University, Atlanta, GA.
• Alikhanov R; Department of Surgery, Section of Hepatobiliary Surgery & Liver Transplantation, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
• Troisi R; Department of Liver and Pancreatic Surgery, Moscow Clinical Scientific Center, Russia.
• Sparrelid E; Department of Clinical Medicine and Surgery, Division of Hepato-Bilio-Pancreatic, Minimally Invasive and Robotic Surgery, Federico II University Hospital, Naples, Italy.
• Roberts KJ; Department of Clinical Science, Intervention and Technology (CLINTEC), Division of Surgery, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden.
• Malagò M; Department of Surgery, University Hospital Birmingham, Birmingham, United Kingdom.
• Hagendoorn J; Department of HPB- and Liver Transplantation Surgery, University College London, Royal Free Hospitals, London, United Kingdom.
• Malik HZ; Department of Surgery, Regional Academic Cancer Centre Utrecht, St Antonius Hospital, Nieuwegein and University Medical Centre Utrecht, Utrecht, The Netherlands.
• Olde Damink SWM; Department of Hepatobiliary Surgery, Aintree University Hospital, Liverpool University Hospitals, NHS Foundation Trust, Liverpool, United Kingdom.
• Kazemier G; Department of General, Gastrointestinal, Hepatobiliary and Transplant Surgery, RWTH Aachen University Hospital, Aachen, Germany.
• Schadde E; Department of Surgery, Maastricht University Medical Center, Maastricht, The Netherlands.
• Charco R; Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, VU University, Amsterdam, The Netherlands.
• de Reuver PR; Department of Surgery, Cantonal Hospital Winterthur, Zurich, Switzerland.
• Groot Koerkamp B; Department of HBP Surgery and Transplantation, Hospital Universitario Vall d'Hebron, Universidad Autónoma de Barcelona, Spain.
• Aldrighetti L; Department of Surgery, Radboud University Medical Center, Nijmegen, the Netherlands.