Automation of pattern recognition analysis of dynamic contrast-enhanced MRI data to characterize intratumoral vascular heterogeneity.

SoHyun HanRadka StoyanovaHansol LeeSean D CarlinJason A KoutcherHyungJoon ChoEllen Ackerstaff

Published in: Magnetic resonance in medicine (2017)

The PR-based DCE-MRI analysis was successfully automated to spatially map intratumoral vascular heterogeneity. Magn Reson Med 79:1736-1744, 2018. © 2017 International Society for Magnetic Resonance in Medicine.

Keyphrases

contrast enhanced
magnetic resonance
magnetic resonance imaging
single cell
diffusion weighted imaging
computed tomography
machine learning
high throughput
deep learning
electronic health record
big data
data analysis