4.5 Article

Synchrotron X-ray micro-CT as a validation dataset for diffusion MRI in whole mouse brain

Journal

MAGNETIC RESONANCE IN MEDICINE
Volume 86, Issue 2, Pages 1067-1076

Publisher

WILEY
DOI: 10.1002/mrm.28776

Keywords

diffusion MRI; fiber orientation distribution function; microCT; microstructure; validation; whole mouse brain imaging

Funding

  1. National Institutes of Health (NIH) [F31NS113571]
  2. NIH The Brain Research through Advancing Innovative Neurotechnologies(R) (BRAIN) Initiative [U01MH109100]
  3. NIH [R01EB026300, S10OD025081, S10RR021039, P30CA14599]

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Synchrotron X-ray microCT was used to validate diffusion MRI in a whole mouse brain, showing good agreement in fiber orientations and tract pathways between the two modalities. The microCT data allowed for spatial registration with diffusion MRI, simplifying comparisons and demonstrating the potential for future multi-scale validation studies.
Purpose: To introduce synchrotron X-ray microcomputed tomography (microCT) and demonstrate its use as a natively isotropic, nondestructive, 3D validation modality for diffusion MRI in whole, fixed mouse brain. Methods: Postmortem diffusion MRI and microCT data were acquired of the same whole mouse brain. Diffusion data were processed using constrained spherical de-convolution. Synchrotron data were acquired at an isotropic voxel size of 1.17 mu m. Structure tensor analysis was used to calculate fiber orientation distribution functions from the microCT data. A pipeline was developed to spatially register the 2 datasets in order to perform qualitative comparisons of fiber geometries represented by fiber orientation distribution functions. Fiber orientations from both modalities were used to perform whole-brain deterministic tractography to demonstrate validation of long-range white matter pathways. Results: Fiber orientation distribution functions were able to be extracted throughout the entire microCT dataset, with spatial registration to diffusion MRI simplified due to the whole brain extent of the microCT data. Fiber orientations and tract pathways showed good agreement between modalities. Conclusion: Synchrotron microCT is a potentially valuable new tool for future multi-scale diffusion MRI validation studies, providing comparable value to optical histology validation methods while addressing some key limitations in data acquisition and ease of processing.

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