Machine learning-based models for prediction of survival in medulloblastoma: a systematic review and meta-analysis.

Journal: Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology
Published Date: Nov 12, 2024

Abstract

BACKGROUND: Medulloblastoma (MB) is the pediatric population's most frequent malignant intracranial lesions. Prognostication plays a crucial role in optimizing treatment strategy in the MB setting. Several studies have developed ML-based models to predict survival outcomes in individuals with MB. In this systematic review and meta-analysis study, we aimed to evaluate the role of ML-based models in predicting survival in MB patients.

Authors

  • Bardia Hajikarimloo
    Skull Base Research Center, Loghman-Hakim Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Mohammad Amin Habibi
    Department of Neurosurgery, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran.
  • Mohammadamin Sabbagh Alvani
    Student Research Committee, Faculty of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Sima Osouli Meinagh
    Department of Neurology, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
  • Alireza Kooshki
    Student Research Committee, Birjand University of Medical Sciences, Birjand, Iran.
  • Omid Afkhami-Ardakani
    University of Pécs, Medical School, Pécs, Hungary.
  • Fatemeh Rasouli
    North Khorasan University of Medical Sciences, Bojnurd, Iran.
  • Salem M Tos
    Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia, USA.
  • Roozbeh Tavanaei
    Cardiovascular Surgery Research and Development Committee, Iran University of Medical Sciences (IUMS), Tehran, 14665-354, Iran.
  • Mohammadhosein Akhlaghpasand
    Cardiovascular Surgery Research and Development Committee, Iran University of Medical Sciences (IUMS), Tehran, 14665-354, Iran. Akhlaghpasandm@yahoo.com.
  • Rana Hashemi
    Cardiovascular Surgery Research and Development Committee, Iran University of Medical Sciences, Tehran, Iran.
  • Arman Hasanzade
    Functional Neurosurgery Research Center, Shohada Tajrish Comprehensive Neurosurgical Center of Excellence, Shahid Beheshti University of Medical Sciences, Tehran, Iran.

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