Machine Learning-Driven radiomics on 18 F-FDG PET for glioma diagnosis: a systematic review and meta-analysis.

Journal: Cancer imaging : the official publication of the International Cancer Imaging Society
Published Date:

Abstract

BACKGROUND: Machine learning (ML) applied to radiomics has revolutionized neuro-oncological imaging, yet the diagnostic performance of ML models based specifically on ^18F-FDG PET features in glioma remains poorly characterized.

Authors

  • Ali Shahriari
    Department of Radiation Oncology, Dana Farber Cancer Institute, Brigham and Women's Hospital, Harvard Medical School, Boston, USA.
  • Sasan Ghazanafar Ahari
    Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran.
  • Ali Mousavi
    Institute of Biomedical Engineering, Department of Pharmacology and Physiology, Faculty of Medicine, University of Montreal, Montreal, QC, H3T 1J4, Canada. houman.savoji@umontreal.ca.
  • Mahdie Sadeghi
    Qazvin University of Medical Sciences, Qazvin, Iran.
  • Marjan Abbasi
    Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Mahsa Hosseinpour
    Mazandaran University of Medical Sciences, Sari, Iran.
  • Asal Mir
    Department of medicine, Mashhad university of medical sciences, Mashhad, Iran.
  • Dorrin Zohouri Zanganeh
    Qazvin University of Medical Sciences, Qazvin, Iran.
  • Hossein Gharedaghi
    School of Medicine, Zanjan University of Medical Science, Zanjan, Iran.
  • Saba Ezati
    Mazandaran University of Medical Sciences, Sari, Iran.
  • Ali Sareminia
    Shiraz University of Medical Sciences, Shiraz, Iran.
  • Dina Seyedi
    Musculoskeletal Imaging Research Center (MIRC), Tehran University of Medical Sciences, Tehran, Iran.
  • Mahla Shokouhfar
    School of Medicine, Shahid Beheshti University of Medical Sciences, Tehrani, Iran.
  • Ali Darzi
    University of Pittsburgh, Pittsburgh, U.S.A.
  • Alireza Ghaedamini
    Neurosurgery Department, Kerman University of Medical Sciences, Kerman, Iran. alirezaghaedamini@gmail.com.
  • Sara Zamani
    School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran.
  • Farbod Khosravi
    School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Mahsa Asadi Anar
    Student Research Committee, Shahid Beheshti University of Medical Sciences, Tehran, Iran.