A machine learning tool for re-planning and adaptive RT: A multicenter cohort investigation.

Journal: Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)
Published Date: Dec 1, 2016

Abstract

PURPOSE: To predict patients who would benefit from adaptive radiotherapy (ART) and re-planning intervention based on machine learning from anatomical and dosimetric variations in a retrospective dataset.

Authors

  • G Guidi
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy; Physics Department, Alma Mater Studiorum University of Bologna, Italy. Electronic address: guidi.gabriele@policlinico.mo.it.
  • N Maffei
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • B Meduri
    Radiation Oncology Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • E D'Angelo
    Radiation Oncology Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • G M Mistretta
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • P Ceroni
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • A Ciarmatori
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy; Radiotherapy Unit, Altnagelvin Hospital, Londonderry, United Kingdom.
  • A Bernabei
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • S Maggi
    Medical Physics Department, Az.Ospedaliero-Universitaria Ospedale Riuniti di Ancona, Italy.
  • M Cardinali
    Radiation Oncology Department, Az.Ospedaliero-Universitaria Ospedale Riuniti di Ancona, Italy.
  • V E Morabito
    Medical Physics Department, Az.Ospedaliero-Universitaria Ospedale Riuniti di Ancona, Italy.
  • F Rosica
    Medical Physics Department, AUSL4 Teramo, Italy.
  • S Malara
    Radiation Oncology Department, AUSL4 Teramo, Italy.
  • A Savini
    Medical Physics Department, AUSL4 Teramo, Italy.
  • G Orlandi
    Medical Physics Department, AUSL4 Teramo, Italy.
  • C D'Ugo
    Radiation Oncology Department, AUSL4 Teramo, Italy.
  • F Bunkheila
  • M Bono
    Medical Physics Department, Az.Osp.Ospedali Riuniti Marche Nord di Pesaro, Italy.
  • S Lappi
    Medical Physics Department, Az.Osp.Ospedali Riuniti Marche Nord di Pesaro, Italy.
  • C Blasi
    Radiation Oncology Department, Az.Osp.Ospedali Riuniti Marche Nord di Pesaro, Italy.
  • F Lohr
    Radiation Oncology Department, Az. Ospedaliero Universitaria di Modena, Italy.
  • T Costi
    Medical Physics Department, Az. Ospedaliero Universitaria di Modena, Italy.

Keywords

External Resources

Popular Topics
Recent Journals