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Glioblastoma and primary central nervous system lymphoma: differentiation using MRI derived first-order texture analysis - a machine learning study.

Sarv PriyaCaitlin WardThomas LockeNeetu SoniRavishankar Pillenahalli MaheshwarappaVarun MongaAmit Kumar AgarwalGirish Bathla
Published in: The neuroradiology journal (2021)
T1 contrast-enhanced derived first-order texture analysis can differentiate between glioblastoma and primary central nervous system lymphoma with good diagnostic performance. The machine learning performance can vary significantly depending on the model and feature selection methods. Largest single slice and whole tumour analysis show comparable diagnostic performance.
Keyphrases
  • contrast enhanced
  • machine learning
  • magnetic resonance imaging
  • computed tomography
  • diffusion weighted
  • magnetic resonance
  • diffusion weighted imaging
  • big data
  • deep learning