Explainable artificial intelligence prediction-based model in laparoscopic liver surgery for segments 7 and 8: an international multicenter study.

Journal: Surgical endoscopy
Published Date:

Abstract

BACKGROUND: Artificial intelligence (AI) is becoming more useful as a decision-making and outcomes predictor tool. We have developed AI models to predict surgical complexity and the postoperative course in laparoscopic liver surgery for segments 7 and 8.

Authors

  • Victor Lopez-Lopez
    Department of Surgery and Transplantation, Virgen de la Arrixaca Clinic and University Hospital, IMIB, Murcia, Spain.
  • Zeniche Morise
    Department of Surgery, Fujita Health University School of Medicine Okazaki Medical Center, Okazaki, Aichi, Japan.
  • Mariano Albaladejo-González
    Department of Information and Communication Engineering, Murcia University, Murcia, Spain.
  • Concepción Gomez Gavara
    Department of HPB Surgery and Transplants, Vall d'Hebron University Hospital, Barcelona Autonomic University, Barcelona, Spain.
  • Brian K P Goh
    Department of Hepatopancreatobiliary and Transplant Surgery Singapore General Hospital Singapore and Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore.
  • Ye Xin Koh
    Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore.
  • Sijberden Jasper Paul
    Department of Surgery, Fondazione Poliambulanza Istituto Ospedaliero, Brescia, Italy.
  • Mohammed Abu Hilal
    Department of Surgery, Southampton University Hospital NHS Foundation Trust, Southampton, UK.
  • Kohei Mishima
    Department of Surgery, Ageo Central General Hospital, Ageo, Japan.
  • Jaime Arthur Pirola Krürger
    Serviço de Cirurgia do Fígado, Divisão de Cirurgia do Aparelho Digestivo, Departamento de Gastroenterologia, Faculdade de Medicina, Hospital das Clínicas HCFMUSP, Universidade de São Paulo, São Paulo, Brazil.
  • Paulo Herman
    Serviço de Cirurgia do Fígado, Divisão de Cirurgia do Aparelho Digestivo, Departamento de Gastroenterologia, Faculdade de Medicina, Hospital das Clínicas HCFMUSP, Universidade de São Paulo, São Paulo, Brazil.
  • Alvaro Cerezuela
    Department of General, Visceral and Transplantation Surgery, Clinic and University Hospital Virgen de La Arrixaca, IMIB-ARRIXACA, El Palmar, Murcia, Spain.
  • Roberto Brusadin
    Department of Surgery and Transplantation, Virgen de la Arrixaca Clinic and University Hospital, IMIB, Murcia, Spain.
  • Takashi Kaizu
    Department of General, Pediatric and Hepatobiliary-Pancreatic Surgery, Kitasato University School of Medicine, Sagamihara, Japan.
  • Juan Lujan
    Department of General, Visceral and Transplantation Surgery, Clinic and University Hospital Virgen de La Arrixaca, IMIB-ARRIXACA, El Palmar, Murcia, Spain.
  • Fernando Rotellar
    Department of General Surgery, School of Medicine, Clínica Universidad de Navarra, University of Navarra, Pamplona, Spain.
  • Kazuteru Monden
    Department of Surgery, Fukuyama City Hospital, Hiroshima, Japan.
  • Mar Dalmau
    Department of HPB Surgery and Transplants, Vall d'Hebron University Hospital, Barcelona Autonomic University, Barcelona, Spain.
  • Naoto Gotohda
    Department of Hepatobiliary and Pancreatic Surgery, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa-City, Chiba, 277-8577, Japan; Course of Advanced Clinical Research of Cancer, Juntendo University Graduate School of Medicine, 2-1-1, Hongo, Bunkyo-Ward, Tokyo, 113-8421, Japan.
  • Masashi Kudo
    Department of Hepatobiliary and Pancreatic Surgery, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa-City, Chiba, 277-8577, Japan.
  • Akishige Kanazawa
  • Yutaro Kato
    Dept. of Advanced Robotic and Endoscopic Surgery, Fujita Health University.
  • Hiroyuki Nitta
    Department of Surgery, Iwate Medical University, Iwate, Japan.
  • Satoshi Amano
    Department of Surgery, Iwate Medical University, Iwate, Japan.
  • Raffaele Dalla Valle
    General Surgery Unit, Parma University Hospital, Parma, Italy.
  • Mario Giuffrida
    General Surgery Unit, Parma University Hospital, Parma, Italy.
  • Masaki Ueno
    Second Department of Surgery School of Medicine Wakayama Medical University Wakayama Japan.
  • Yuichiro Otsuka
    Department of Surgery, Toho University, Tokyo, Japan.
  • Daisuke Asano
    Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan.
  • Minoru Tanabe
  • Osamu Itano
    Department of Hepato-Biliary-Pancreatic and Gastrointestinal Surgery, School of Medicine, International University of Health and Welfare, Chiba, Japan.
  • Takuya Minagawa
    Department of Hepato-Biliary-Pancreatic and Gastrointestinal Surgery, School of Medicine, International University of Health and Welfare, Chiba, Japan.
  • Dilmurodjon Eshmuminov
    Department of Surgery and Transplantation, Swiss Hepato-Pancreato-Biliary (HPB) Center, University Hospital Zurich, Raemistrasse 100, 8091, Zurich, Switzerland.
  • Irene Herrero
    Department of Surgery, Getafe University Hospital, Madrid, Spain.
  • Pablo Ramírez
    Department of General, Visceral and Transplantation Surgery, Clinic and University Hospital Virgen de La Arrixaca, IMIB-ARRIXACA, El Palmar, Murcia, Spain.
  • José A Ruipérez-Valiente
    Department of Information and Communication Engineering, Murcia University, Murcia, Spain. jruiperez@um.es.
  • Ricardo Robles-Campos
    Department of Surgery and Transplantation, Virgen de la Arrixaca Clinic and University Hospital, IMIB, Murcia, Spain.
  • Go Wakabayashi
    Department of Surgery, Ageo Central General Hospital, Saitama, Japan.