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Abstract #3173

Accelerated High-Resolution 3D Gradient Echo with DL-Based Reconstruction Improves T2* Mapping for Oxygenation-Sensitive MRI

Elisa Saks1,2, Gabriel Hoffmann1,2, Hannah Eichhorn3,4, Kilian Weiss5, Stephan Kaczmarz1,2,5, Claus Zimmer1, and Christine Preibisch1,2,6
1Department of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany, 2TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany, 3Institute of Machine Learning in Biomedical Imaging, Helmholtz Munich, Munich, Germany, 4School of Computation, Information and Technology, Technical University of Munich, Munich, Germany, 5Philips GmbH Market DACH, Hamburg, Germany, 6Clinic for Neurology, School of Medicine and Health, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany

Synopsis

Keywords: Oxygenation, Neuro, quantitative BOLD

Motivation: Standard low-resolution 2D-GRE acquisition for T2* mapping in mqBOLD MRI may suffer from long scan durations and insufficient quantification accuracy.

Goal(s): Improving quantification accuracy by switching from 2D to high-resolution 3D multi-echo GRE while simultaneously reducing scan duration by applying compressed sensing (CS) acceleration with deep-learning-based reconstruction.

Approach: T2* maps from low-resolution 2D-GRE and high-resolution 3D-GRE with different acceleration factors were compared in 11 healthy volunteers based on visual inspection and VOI-analyses.

Results: 3D-GRE yields high-resolution parameter maps with improved T2* values for GM/WM in less than half the scan duration compared to standard 2D-GRE when using CS acceleration with DL-based reconstruction.

Impact: High-resolution 3D-GRE with compressed sensing acceleration and deep-learning-based reconstruction was compared to standard 2D-GRE visually and quantitatively. 3D-GRE enables clinically feasible scan durations with improved and reliable T2* mapping, which may add to the clinical applicability of oxygenation-sensitive mqBOLD MRI.

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Keywords