Automated detection of early signs of irreversible ischemic change on CTA source images in patients with large vessel occlusion.

Adrian MakCharles C MatoukEmily W AveryJonas BehlandStefan P HaiderDietmar FreyVince I MadaiPeter VajkoczyChristoph J GriessenauerRamin ZandPhilipp HendrixVida AbediPina C SanelliGuido J FalconeNils PetersenLauren H SansingKevin N ShethSeyedmehdi PayabvashAjay Malhotra

Published in: PloS one (2024)

Our study demonstrates the feasibility of an automated pipeline and predictive model based on relative HU attenuation of ASPECTS regions on baseline CTA and its non-inferior performance in predicting final infarction on post-stroke DWI compared to an expert human reader.

Keyphrases

deep learning
endothelial cells
machine learning
convolutional neural network
induced pluripotent stem cells
magnetic resonance imaging
optical coherence tomography
diffusion weighted imaging
computed tomography
magnetic resonance
brain injury
cerebral ischemia
blood brain barrier
diffusion weighted
single cell