Artificial Intelligence-Driven Patient Selection for Preoperative Portal Vein Embolization for Patients with Colorectal Cancer Liver Metastases.

Journal: Journal of vascular and interventional radiology : JVIR
PMID:

Abstract

PURPOSE: To develop a machine learning algorithm to improve hepatic resection selection for patients with metastatic colorectal cancer (CRC) by predicting post-portal vein embolization (PVE) outcomes.

Authors

  • Tom N Kuhn
    Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Connecticut; Department of Diagnostic and Interventional Radiology, University Düsseldorf, Medical Faculty, Düsseldorf, Germany.
  • William D Engelhardt
    Department of Biomedical Engineering, James McKlevey School of Engineering, Washington University, St. Louis, Missouri.
  • Vinzent H Kahl
    Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Connecticut; Department of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität, and Berlin Institute of Health, Berlin, Germany.
  • Abedalrazaq Alkukhun
    Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Connecticut.
  • Moritz Gross
    Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, CT, USA. moritz.gross@charite.de.
  • Simon Iseke
    Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, CT, USA.
  • John Onofrey
    Yale University School of Medicine, New Haven, USA.
  • Anne Covey
    Interventional Radiology Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York.
  • Juan C Camacho
    Department of Clinical Sciences, Florida State University College of Medicine, Tallahassee, Florida.
  • Yoshikuni Kawaguchi
    Hepato-Biliary-Pancreatic Surgery Division, Department of Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
  • Kiyoshi Hasegawa
    Chugai Pharmaceutical Company, Kamakura Research Laboratories, 200 Kajiwara, Kamakura, Kanagawa, 247-8530, Japan.
  • Bruno C Odisio
    Department of Interventional Radiology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
  • Jean-Nicolas Vauthey
    Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
  • Gerald Antoch
    University Dusseldorf, Medical Faculty, Department of Diagnostic and Interventional Radiology, Germany.
  • Julius Chapiro
    Department of Radiology and Biomedical Imaging, Yale School of Medicine, 333 Cedar Street, New Haven, CT 06520. Electronic address: julius.chapiro@yale.edu.
  • David C Madoff
    Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Connecticut.