Preoperative identification of early extrahepatic recurrence after hepatectomy for colorectal liver metastases: A machine learning approach.

Journal: World journal of surgery
PMID:

Abstract

BACKGROUND: Machine learning (ML) may provide novel insights into data patterns and improve model prediction accuracy. The current study sought to develop and validate an ML model to predict early extra-hepatic recurrence (EEHR) among patients undergoing resection of colorectal liver metastasis (CRLM).

Authors

  • Jun Kawashima
    Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, Ohio, USA.
  • Yutaka Endo
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, Ohio, USA.
  • Selamawit Woldesenbet
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, Ohio, USA.
  • Odysseas P Chatzipanagiotou
    First Department of Surgery, National and Kapodistrian University of Athens, Laikon General Hospital, Athens, Greece.
  • Diamantis I Tsilimigras
    Department of Surgery, Division of Surgical Oncology, Wexner Medical Center and James Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA.
  • Giovanni Catalano
    Department of Surgery, Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, Ohio, USA.
  • Muhammad Muntazir Mehdi Khan
    Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, Ohio, USA.
  • Zayed Rashid
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA.
  • Mujtaba Khalil
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA.
  • Abdullah Altaf
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA.
  • Muhammad Musaab Munir
    Division of Surgical Oncology, Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States.
  • Alfredo Guglielmi
    Department of Surgery, University of Verona, Verona, Italy.
  • Andrea Ruzzenente
    Department of Surgery, University of Verona, Verona, Italy.
  • Luca Aldrighetti
    Division of Hepatobiliary Surgery, IRCCS San Raffaele Hospital, Milano, Italy.
  • Sorin Alexandrescu
    Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania.
  • Minoru Kitago
    Department of Surgery, Keio University, Tokyo, Japan.
  • George Poultsides
    Department of Surgery, Stanford University, Stanford, CA, United States.
  • Kazunari Sasaki
    Department of Surgery, Stanford University, Palo Alto, CA, USA.
  • Federico Aucejo
    Department of Surgery, Cleveland Clinic, Cleveland, OH, USA.
  • Itaru Endo
    Department of Gastroenterological Surgery Yokohama City University Graduate School of Medicine Yokohama Japan.
  • Timothy M Pawlik
    Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner Medical Center and James Cancer Hospital and Solove Research Institute, Columbus, OH.