Article
Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction.
AJNR. American journal of neuroradiology - 1 Oct 2023
Lost Jan, Verma Tej, Jekel Leon, von Reppert Marc, Tillmanns Niklas, Merkaj Sara, Petersen Gabriel Cassinelli, Bahar Ryan, Gordem Ayyüce, Haider Muhammad A, Subramanian Harry, Brim Waverly, Ikuta Ichiro, Omuro Antonio, Conte Gian Marco, Marquez-Nostra Bernadette V, Avesta Arman, Bousabarah Khaled, Nabavizadeh Ali, Kazerooni Anahita Fathi, Aneja Sanjay, Bakas Spyridon, Lin MingDe, Sabel Michael, Aboian Mariam
Abstract excerpt
BACKGROUND: The molecular profile of gliomas is a prognostic indicator for survival, driving clinical decision-making for treatment. Pathology-based molecular diagnosis is challenging because of the invasiveness of the procedure, exclusion from neoadjuvant therapy options, and the heterogeneous nature of the tumor. PURPOSE: We performed a systematic review of algorithms that predict molecular subtypes of gliomas...
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