White matter microstructure from nonparametric axon diameter distribution mapping

Neuroimage. 2016 Jul 15:135:333-44. doi: 10.1016/j.neuroimage.2016.04.052. Epub 2016 Apr 26.


We report the development of a double diffusion encoding (DDE) MRI method to estimate and map the axon diameter distribution (ADD) within an imaging volume. A variety of biological processes, ranging from development to disease and trauma, may lead to changes in the ADD in the central and peripheral nervous systems. Unlike previously proposed methods, this ADD experimental design and estimation framework employs a more general, nonparametric approach, without a priori assumptions about the underlying form of the ADD, making it suitable to analyze abnormal tissue. In the current study, this framework was used on an ex vivo ferret spinal cord, while emphasizing the way in which the ADD can be weighted by either the number or the volume of the axons. The different weightings, which result in different spatial contrasts, were considered throughout this work. DDE data were analyzed to derive spatially resolved maps of average axon diameter, ADD variance, and extra-axonal volume fraction, along with a novel sub-micron restricted structures map. The morphological information contained in these maps was then used to segment white matter into distinct domains by using a proposed k-means clustering algorithm with spatial contiguity and left-right symmetry constraints, resulting in identifiable white matter tracks. The method was validated by comparing histological measures to the estimated ADDs using a quantitative similarity metric, resulting in good agreement. With further acquisition acceleration and experimental parameters adjustments, this ADD estimation framework could be first used preclinically, and eventually clinically, enabling a wide range of neuroimaging applications for improved understanding of neurodegenerative pathologies and assessing microstructural changes resulting from trauma.

Keywords: Average axon diameter; Axon diameter distribution; Double diffusion encoding; Double pulsed field gradient; Empirical; MRI; Nonparametric; Pore size distribution.

Publication types

  • Research Support, N.I.H., Intramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms*
  • Animals
  • Axons / ultrastructure*
  • Data Interpretation, Statistical
  • Diffusion Tensor Imaging / methods*
  • Ferrets
  • Image Enhancement / methods
  • Image Interpretation, Computer-Assisted / methods*
  • In Vitro Techniques
  • Male
  • Pattern Recognition, Automated / methods
  • Reproducibility of Results
  • Sensitivity and Specificity
  • Statistical Distributions
  • White Matter / cytology*
  • White Matter / diagnostic imaging*