An Exploration of Motion-Sampling Interactions in 3D MRI for Neuroimaging.
Sophie Schauman1, Adam van Niekerk1, Ola Norbeck1,2
1Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Motion-sampling plots effectively predict and visualize MRI artifacts by mapping head motion to k-space. This framework aids in understanding artifact appearance and developing better motion correction techniques.
Area of Science:
- Medical Imaging
- Biophysics
- Magnetic Resonance Imaging
Background:
- Motion artifacts are a significant challenge in 3D MRI, degrading image quality.
- Understanding the relationship between head motion and k-space sampling is crucial for artifact mitigation.
Purpose of the Study:
- To investigate the interaction between rigid head motion and 3D MRI k-space sampling strategies.
- To introduce motion-sampling plots as a predictive framework for MRI motion artifacts.
Main Methods:
- Evaluated various motion-sampling combinations across Cartesian, stack-of-stars, and kooshball trajectories.
- Conducted simulations and in vivo experiments with healthy volunteers using real-time pose tracking.
- Utilized motion-sampling plots to map motion states onto k-space and correlate with artifact appearance.
Main Results:
- Identified nine categories of motion artifacts, dependent on k-space motion state distribution.
- Motion-sampling plots effectively predicted artifact appearance, with findings supported by in vivo data.
- Artifacts were most severe with motion discontinuities near k-space center or aligned with slow phase-encoding directions.
Conclusions:
- Motion-sampling plots provide a powerful tool for visualizing and interpreting 3D MRI motion artifacts.
- This framework facilitates systematic evaluation of motion robustness and guides the development of motion correction techniques.
- Proposed practical recommendations for designing motion experiments to enhance reproducibility in MRI research.
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