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Published on: December 18, 2016
Tissue microstructure features derived from anomalous diffusion measurements in magnetic resonance imaging
Qiang Yu1, David Reutens1, Kieran O'Brien1,2
1Centre for Advanced Imaging, the University of Queensland, Brisbane, Queensland, Australia.
Objectives:
Tissue microstructure features, namely axon radius and volume fraction, provide important information on the function of white matter pathways. These parameters vary on the scale much smaller than imaging voxels (microscale) yet influence the magnetic resonance imaging diffusion signal at the image voxel scale (macroscale) in an anomalous manner. Researchers have already mapped anomalous diffusion parameters from magnetic resonance imaging data, but macroscopic variations have not been related to microscale influences. With the aid of a tissue model, we aimed to connect anomalous diffusion parameters to axon radius and volume fraction using diffusion-weighted magnetic resonance imaging measurements.
Experimental Design:
An ex vivo human brain experiment was performed to directly validate axon radius and volume fraction measurements in the human brain. These findings were validated using electron microscopy. Additionally, we performed an in vivo study on nine healthy participants to map axon radius and volume fraction along different regions of the corpus callosum projecting into various cortical areas identified using tractography.
Principal Observations:
We found a clear relationship between anomalous diffusion parameters and axon radius and volume fraction. We were also able to map accurately the trend in axon radius along the corpus callosum, and in vivo findings resembled the low-high-low-high behaviour in axon radius demonstrated previously.
Conclusions:
Axon radius and volume fraction measurements can potentially be used in brain connectivity studies and to understand the implications of white matter structure in brain diseases and disorders. Hum Brain Mapp 38:1068-1081, 2017. © 2016 Wiley Periodicals, Inc.
Insights
This study links anomalous diffusion parameters to axon radius and volume fraction using diffusion-weighted magnetic resonance imaging. These findings advance understanding of white matter structure in brain connectivity and disease.
Area of Science:
- Neuroimaging
- Biophysics
- Human Brain Anatomy
Background:
- White matter pathways are crucial for brain function, with their microstructure influencing magnetic resonance imaging (MRI) diffusion signals.
- Previous research mapped anomalous diffusion parameters but did not link macroscopic variations to microscale influences like axon radius and volume fraction.
Purpose of the Study:
- To connect anomalous diffusion parameters to microscale tissue properties (axon radius and volume fraction).
- To validate these connections using diffusion-weighted MRI and a tissue model.
Main Methods:
- Ex vivo human brain experiments with electron microscopy validation.
- In vivo MRI studies on healthy participants mapping axon radius and volume fraction in the corpus callosum using tractography.
Main Results:
- A clear relationship was established between anomalous diffusion parameters and axon radius/volume fraction.
- Accurate mapping of axon radius trends along the corpus callosum was achieved, consistent with prior observations.
Conclusions:
- Measurements of axon radius and volume fraction show potential for brain connectivity studies.
- These microstructural parameters can aid in understanding white matter's role in brain diseases and disorders.
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