Vasuclar density mapping in AD mice with Super-resolution-resolved MION-based MRI
Motivation: Altered angiogenesis is reported to be a key feature of vascular perturbation in AD brains. Goal(s): There is missing global mapping tool to investigate the brain-wide vascular distribution pattern changes due to degenerative pathogenesis in AD brains. Approach: Here, we applied the pre-trained 3D U-net to super-resolve iron-particle (MION)-based CBV images from 75µm to 37.5 µm. Results: By performing voxel-wise differential vascular density mapping analysis, we have revealed AD-specific vascular distribution changes from in vivo MION-based MRI images. Impact: We developed an ultra-high resolution MION-based vascular density mapping method to verify the altered brain-wide vascular distribution pattern in AD mice. Using a pre-trained 3D U-net neural network, we can produce vascular maps with super-resolved 37.5µm isotropic resolution.
Authors
- Xin Yu (ORCID: https://orcid.org/0000-0002-8390-4034)
- David Hike (ORCID: https://orcid.org/0000-0001-5294-1767)
- Xiaoqing Zhou (ORCID: https://orcid.org/0000-0002-4139-032X)
- Juan Eugenio Iglesias (ORCID: https://orcid.org/0000-0001-7569-173X)
- C. A. Reilly
- Hongwei Li (ORCID: https://orcid.org/0000-0002-5328-6407)
- Matthew S. Rosen (ORCID: https://orcid.org/0000-0002-7194-002X)
- Xiaochen Liu (ORCID: https://orcid.org/0000-0001-6342-7704)
- Changrun Lin
- Sohail Mohammed
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/10.58530/2024/2823
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00