Myelin water imaging from an 8 minute scan at 64mT via image reconstruction and multicomponent T2 fitting in a low-rank space
Motivation: Ultra-low field (ULF) MRI scanners are proliferating and their use to measure brain health through myelin content would benefit clinical applications and research. Goal(s): To leverage low-rank algorithms to achieve quantitative measurements of brain myelin content at ULF. Approach: Following low-rank reconstruction of 3D multi-spin-echo data, sets of 20 characteristic T2 decay curves were projected into the same low-rank space. A regularized non-negative least squares fit of these low-rank T2 vectors provided a T2 distribution; T2<40ms were assigned as myelin water. Results: Maps of short T2 components reflected historical myelin water fraction values and corresponded to a myelin water fraction atlas. Impact: Reconstruction and multi-component fitting in a low-rank space allows myelin water fraction mapping at 64mT, permitting quantitative ultra low-field measurements of brain development in infants and children and demyelination during the course of diseases like multiple sclerosis.
Authors
- Adam Dvorak (ORCID: https://orcid.org/0000-0001-6107-5610)
- Shannon Kolind (ORCID: https://orcid.org/0000-0003-1362-1968)
- Anthony Traboulsee (ORCID: https://orcid.org/0000-0002-0351-9639)
- Neale Wiley
- Steven Williams (ORCID: https://orcid.org/0000-0003-4299-1941)
- Alex MacKay
- Megan Poorman (ORCID: https://orcid.org/0000-0001-5474-8776)
- Rui Teixeira (ORCID: https://orcid.org/0000-0002-2803-1322)
- Sharada Balaji (ORCID: https://orcid.org/0000-0002-6232-8488)
- Francesco Padormo (ORCID: https://orcid.org/0000-0001-5699-2692)
- Sean Deoni (ORCID: https://orcid.org/0000-0002-0633-6328)
- Hanwen Liu (ORCID: https://orcid.org/0000-0001-5896-4329)
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/10.58530/2025/4452
- Primary Topic
- Photoacoustic and Ultrasonic Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.00