A time-dependent diffusion MRI signature of axon caliber variations and beading.
Hong-Hsi LeeAntonios PapaioannouSung-Lyoung KimDmitry S NovikovEls FieremansPublished in: Communications biology (2020)
MRI provides a unique non-invasive window into the brain, yet is limited to millimeter resolution, orders of magnitude coarser than cell dimensions. Here, we show that diffusion MRI is sensitive to the micrometer-scale variations in axon caliber or pathological beading, by identifying a signature power-law diffusion time-dependence of the along-fiber diffusion coefficient. We observe this signature in human brain white matter and identify its origins by Monte Carlo simulations in realistic substrates from 3-dimensional electron microscopy of mouse corpus callosum. Simulations reveal that the time-dependence originates from axon caliber variation, rather than from mitochondria or axonal undulations. We report a decreased amplitude of time-dependence in multiple sclerosis lesions, illustrating the potential sensitivity of our method to axonal beading in a plethora of neurodegenerative disorders. This specificity to microstructure offers an exciting possibility of bridging across scales to image cellular-level pathology with a clinically feasible MRI technique.
Keyphrases
- white matter
- monte carlo
- multiple sclerosis
- contrast enhanced
- diffusion weighted imaging
- magnetic resonance imaging
- optic nerve
- spinal cord injury
- single cell
- molecular dynamics
- computed tomography
- cell death
- stem cells
- genome wide
- risk assessment
- machine learning
- gene expression
- dna methylation
- bone marrow
- endoplasmic reticulum
- cerebral ischemia