3D Free-breathing T1, T2, T2* and PDFF mapping in the kidneys with Dictionary-Patch regularized Low Rank Motion Corrected Rosette MRF

Motivation: We aim to develop 3D multi-property mapping for quantitative tissue characterization of the kidneys, enabling objective evaluation of focal disease. Goal(s): To achieve whole-kidney coverage mapping of T1, T2, T2* and PDFF in a single free-breathing scan. Approach: 3D free-breathing stack-of-rosettes MRF data were acquired and reconstructed with Low Rank Motion Correction, regularized with a dictionary-patch based approach (LRMC-DP). Results: The proposed 3D free-breathing LRMC-DP MRF framework reduces respiratory motion artefacts, improving precision over conventional Low Rank MRF and producing similar T1/T2/T2*/PDFF maps to standard 2D breath-held MOLLI, T2prep-bSSFP and 6-echo GRE. In one patient, benign cysts were identified with the proposed LRMC-DP. Impact: 3D mapping of T1/T2/T2*/PDFF over the whole kidney is feasible with the proposed LRMC-DP in a single ~9 minute free-breathing scan. This method could enable objective characterization of focal diseases in the kidney, such as the classification of indeterminate masses.

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
2025-09-16
DOI
https://doi.org/10.58530/2025/2733
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

3D Free-breathing T1, T2, T2* and PDFF mapping in the kidneys with Dictionary-Patch regularized Low Rank Motion Corrected Rosette MRF

Gastão Cruz, Nicole Seiberlich, Matthew S. Davenport, Jesse Hamilton 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
Advanced MRI Techniques and Applications
article

3D Free-breathing T1, T2, T2* and PDFF mapping in the kidneys with Dictionary-Patch regularized Low Rank Motion Corrected Rosette MRF

Gastão Cruz, Nicole Seiberlich, Matthew S. Davenport, Jesse Hamilton, Vikas Gulani, Evan Cummings, Tom Griesler
article en

Abstract

Motivation: We aim to develop 3D multi-property mapping for quantitative tissue characterization of the kidneys, enabling objective evaluation of focal disease. Goal(s): To achieve whole-kidney coverage mapping of T1, T2, T2* and PDFF in a single free-breathing scan. Approach: 3D free-breathing stack-of-rosettes MRF data were acquired and reconstructed with Low Rank Motion Correction, regularized with a dictionary-patch based approach (LRMC-DP). Results: The proposed 3D free-breathing LRMC-DP MRF framework reduces respiratory motion artefacts, improving precision over conventional Low Rank MRF and producing similar T1/T2/T2*/PDFF maps to standard 2D breath-held MOLLI, T2prep-bSSFP and 6-echo GRE. In one patient, benign cysts were identified with the proposed LRMC-DP. Impact: 3D mapping of T1/T2/T2*/PDFF over the whole kidney is feasible with the proposed LRMC-DP in a single ~9 minute free-breathing scan. This method could enable objective characterization of focal diseases in the kidney, such as the classification of indeterminate masses.

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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