Quality control of 3D MRSI data in glioblastoma: Can we do without the experts?

Fatima TensaoutiFranck DesmoulinJulia GilhodesElodie MartinSoleakhena KenJean-Albert LotterieGeorges NoëlGilles TrucMarie-Pierre SunyachMarie CharissouxNicolas MagnéVincent LubranoPatrice PéranElizabeth Cohen-Jonathan MoyalAnne Laprie

Published in: Magnetic resonance in medicine (2021)

The automatic QC method was able to distinguish between good- and poor-quality spectra, and can be used by radiation oncologists who are not spectroscopy experts. This study revealed a novel set of MRSI signal features that are closely correlated with spectral quality.

Keyphrases

quality control
quality improvement
optical coherence tomography
high resolution
deep learning
machine learning
single cell
big data
single molecule
magnetic resonance imaging
computed tomography
density functional theory
advanced cancer
radiation induced
contrast enhanced