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Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction.

Jan LostLeon JekelLeon JekelMarc von ReppertNiklas TillmannsSara MerkajGabriel Cassinelli PetersenRyan C BaharAyyüce GordemMuhammad A HaiderHarry SubramanianWaverly BrimIchiro IkutaAntonio OmuroGian Marco ConteBernadette V Marquez-NostraArman AvestaKhaled BousabarahAli NabavizadehAnahita Fathi KazerooniSanjay AnejaSpyridon BakasMing-De LinMichael SabelMariam S Aboian
Published in: AJNR. American journal of neuroradiology (2023)
While the high area under the curve and accuracy for the prediction of molecular subtypes of gliomas are reported in internal and external validation data sets, limited use of external validation and the increased risk of bias in all articles may present obstacles for clinical translation of these techniques.
Keyphrases
  • machine learning
  • big data
  • high resolution
  • artificial intelligence
  • high grade
  • deep learning
  • case report
  • electronic health record
  • single molecule