Low Rank Reconstruction Enabled Partial Fourier 2D Dynamic Variable Resolution Hyperpolarized 13C Imaging

Motivation: Low-rank recovery reconstruction enables partial fourier (PF) k-space encoding of 2D dynamic variable-resolution hyperpolarized (HP) [1-13C]pyruvate MRI. Asymmetrical PF encoding reduces T2* weighting, while mitigating the loss of resolution caused by under-sampled k-space. Goal(s): Explore low-rank recovery reconstruction approaches for PF encoding in sparsely sampled matrices (32x32 or 16x16) in 2D dynamic [1-13C]pyruvate MRI. Approach: Retrospective and prospective [1-13C]pyruvate 2D-EPI brain and abdomen datasets were used to evaluate image fidelity of PF low-rank recovery reconstruction approaches. Results: PF encoding enabled by low-rank recovery reconstruction algorithms increased SNR for HP metabolic images, all while maintaining image fidelity. Impact: Asymmetrical PF encoding of 2D dynamic HP [1-13C]pyruvate MRI benefits from low-rank recovery reconstruction methods to ensure image fidelity, and to increase SNR by reducing T2* weighting.

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/10.58530/2025/4453
Primary Topic
Advanced NMR Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Low Rank Reconstruction Enabled Partial Fourier 2D Dynamic Variable Resolution Hyperpolarized 13C Imaging

Daniel B. Vigneron, Tanner Nickles, Peder E. Z. Larson, Yaewon Kim 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 NMR Techniques and Applications
article

Low Rank Reconstruction Enabled Partial Fourier 2D Dynamic Variable Resolution Hyperpolarized 13C Imaging

Daniel B. Vigneron, Tanner Nickles, Peder E. Z. Larson, Yaewon Kim, Jeremy W. Gordon, Hsin-Yu Chen, Xiaoxi Lui
article en

Abstract

Motivation: Low-rank recovery reconstruction enables partial fourier (PF) k-space encoding of 2D dynamic variable-resolution hyperpolarized (HP) [1-13C]pyruvate MRI. Asymmetrical PF encoding reduces T2* weighting, while mitigating the loss of resolution caused by under-sampled k-space. Goal(s): Explore low-rank recovery reconstruction approaches for PF encoding in sparsely sampled matrices (32x32 or 16x16) in 2D dynamic [1-13C]pyruvate MRI. Approach: Retrospective and prospective [1-13C]pyruvate 2D-EPI brain and abdomen datasets were used to evaluate image fidelity of PF low-rank recovery reconstruction approaches. Results: PF encoding enabled by low-rank recovery reconstruction algorithms increased SNR for HP metabolic images, all while maintaining image fidelity. Impact: Asymmetrical PF encoding of 2D dynamic HP [1-13C]pyruvate MRI benefits from low-rank recovery reconstruction methods to ensure image fidelity, and to increase SNR by reducing T2* weighting.

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 77%
Advanced NMR Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Low Rank Reconstruction Enabled Partial Fourier 2D Dynamic Variable Resolution Hyperpolarized 13C Imaging — Daniel B. Vigneron, Tanner Nickles, 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 (2025) | TGRS Research Map | TGRS