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Bundle-Specific Axon Diameter Index as a New Contrast to Differentiate White Matter Tracts
Muhamed Barakovic1,2,3,4, Gabriel Girard1,5,6, Simona Schiavi1,7
1Signal Processing Lab 5, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
Frontiers in Neuroscience
|July 2, 2021
Summary
This study introduces COMMIT-AxSize, a new method for estimating axon diameter index non-invasively. It provides more accurate, streamline-level measurements of white matter pathways in the brain.
Area of Science:
- Neuroimaging
- Neuroscience
- Biophysics
Background:
- Central nervous system pathways have varying axon diameter spectra.
- Non-invasive in vivo diffusion-weighted magnetic resonance imaging (dMRI) can estimate axon diameter index.
- Current voxel-wise dMRI methods struggle with partial volume effects, leading to inaccurate estimates within white matter bundles.
Purpose of the Study:
- To develop a novel microstructure-informed tractography approach, COMMIT-AxSize, for resolving axon diameter index estimates at the streamline level.
- To make axon diameter index estimates invariant along white matter streamline trajectories.
- To provide a more robust estimation of the axon diameter index by jointly considering tissue microstructure and white matter connectivity.
Main Methods:
- Developed COMMIT-AxSize, a microstructure-informed tractography method.
- Applied the method to estimate axon diameter index at the streamline level.
- Validated estimates against histological data in the corpus callosum and posterior limb of the internal capsule.
Main Results:
- COMMIT-AxSize successfully resolved streamline-level axon diameter index estimates.
- Estimates were invariant along individual white matter streamline trajectories.
- Demonstrated favorable performance by comparing results with histological measurements.
Conclusions:
- The proposed COMMIT-AxSize method offers a more robust estimation of the axon diameter index for white matter pathways.
- Streamline-level estimates overcome limitations of voxel-wise approaches, reducing partial volume effects.
- This approach provides complementary information to existing mean value calculations for white matter bundles.

