Mitigating MR fingerprinting undersampling errors is more effective through sequence optimization than via low rank reconstruction

Motivation: To reduce undersampling errors in MR Fingerprinting maps, both sequence optimization and low rank (LR) reconstruction methods have been proposed , but these have not been compared or combined. Goal(s): To compare the effectiveness of LR-reconstruction and sequence optimization for reducing undersampling errors. Approach: Undersampled 2D spiral MRF data as acquired with 7 different flip angle patterns in 6 healthy subjects are reconstructed with the standard vendor reconstruction and an in-house LR-reconstruction and compared to fully-sampled MRF T1- and T2-maps. Results: Undersampling-optimized sequences showed a reduced error compared to other sequences, even after LR-reconstruction. Impact: We show that optimized flip-angle patterns with or without LR-reconstruction outperform traditional schemes with LR reconstruction. Inclusion of LR-reconstruction in the optimization step is not essential, when designing sequences that minimize undersampling artifacts.

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/10.58530/2024/3576
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

Mitigating MR fingerprinting undersampling errors is more effective through sequence optimization than via low rank reconstruction

Martijn Nagtegaal, Frans M. Vos, David Heesterbeek, Matthias J.P. van Osch
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
Advanced MRI Techniques and Applications
article

Mitigating MR fingerprinting undersampling errors is more effective through sequence optimization than via low rank reconstruction

Martijn Nagtegaal, Frans M. Vos, David Heesterbeek, Matthias J.P. van Osch
article en

Abstract

Motivation: To reduce undersampling errors in MR Fingerprinting maps, both sequence optimization and low rank (LR) reconstruction methods have been proposed , but these have not been compared or combined. Goal(s): To compare the effectiveness of LR-reconstruction and sequence optimization for reducing undersampling errors. Approach: Undersampled 2D spiral MRF data as acquired with 7 different flip angle patterns in 6 healthy subjects are reconstructed with the standard vendor reconstruction and an in-house LR-reconstruction and compared to fully-sampled MRF T1- and T2-maps. Results: Undersampling-optimized sequences showed a reduced error compared to other sequences, even after LR-reconstruction. Impact: We show that optimized flip-angle patterns with or without LR-reconstruction outperform traditional schemes with LR reconstruction. Inclusion of LR-reconstruction in the optimization step is not essential, when designing sequences that minimize undersampling artifacts.

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
Openalex Percentile: Top 63%
Advanced MRI Techniques and Applications
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