Towards Sequence Optimization for Multi-Compartment Magnetic Resonance Fingerprinting

Motivation: Volumetric measurements of the myelin water fraction in the human brain are hampered by long acquisition times. Goal(s): Investigate the extent to which sequence optimization can improve the encoding efficiency of multi-compartment Magnetic Resonance Fingerprinting. Approach: Implement different cost functions to optimize MRF sequence parameters. Validate the results with simulations, one-dimensional projection measurements in phantoms and in vivo measurements. Results: MRF sequence design has a significant influence on partial volume estimation with MRF. Optimization can yield improved tissue discrimination and more detailed myelin water fraction maps. Impact: MRF sequence design has a significant influence on partial volume estimation, yielding potential for optimization of, for example, tissue discrimination and myelin water fraction mapping. Further investigation of cost functions and validation of results is needed.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/3547
Primary Topic
Machine Learning and ELM
Type
article
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article

Towards Sequence Optimization for Multi-Compartment Magnetic Resonance Fingerprinting

Jannik Stebani, Maximilian Gram, Nicole Seiberlich, Peter Dawood et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Machine Learning and ELM
article

Towards Sequence Optimization for Multi-Compartment Magnetic Resonance Fingerprinting

Jannik Stebani, Maximilian Gram, Nicole Seiberlich, Peter Dawood, Martin Blaimer, Petra Albertová, P. Jakob, Tom Griesler
article en

Abstract

Motivation: Volumetric measurements of the myelin water fraction in the human brain are hampered by long acquisition times. Goal(s): Investigate the extent to which sequence optimization can improve the encoding efficiency of multi-compartment Magnetic Resonance Fingerprinting. Approach: Implement different cost functions to optimize MRF sequence parameters. Validate the results with simulations, one-dimensional projection measurements in phantoms and in vivo measurements. Results: MRF sequence design has a significant influence on partial volume estimation with MRF. Optimization can yield improved tissue discrimination and more detailed myelin water fraction maps. Impact: MRF sequence design has a significant influence on partial volume estimation, yielding potential for optimization of, for example, tissue discrimination and myelin water fraction mapping. Further investigation of cost functions and validation of results is needed.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Reduced inequalities, Peace, Justice and strong institutions
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Machine Learning and ELM
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Towards Sequence Optimization for Multi-Compartment Magnetic Resonance Fingerprinting — Jannik Stebani, Maximilian Gram, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2024) | TGRS Research Map | TGRS