Microscopic anisotropy misestimation in spherical-mean single diffusion encoding MRI

Rafael Neto Henriques1, Sune N Jespersen2,3, Noam Shemesh1

  • 1Champalimaud Neuroscience Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal.

Abstract

Insights

Single diffusion encoding (SDE) MRI methods struggle to accurately estimate microscopic fractional anisotropy (µFA) in brain tissue. Current models and constraints lead to significant deviations from ground truth, requiring further development for reliable µFA quantification.

Area of Science:

  • Neuroimaging
  • Diffusion MRI
  • Biophysics

Background:

  • Microscopic fractional anisotropy (µFA) is crucial for differentiating microstructural properties from orientation dispersion in biological tissues.
  • Double diffusion encoding (DDE) MRI is the established method for accurate µFA estimation.
  • Recent proposals suggest using single diffusion encoding (SDE) signals with standard models (SM) for µFA estimation.

Purpose of the Study:

  • To evaluate µFA estimation using powder-averaged SDE signals with the spherical mean technique (SMT) constraints.
  • To assess the general applicability of powder-averaged SM signals for µFA estimation.

Main Methods:

  • Ex vivo mouse brain SDE MRI experiments were conducted at 16.4 T (Δ/δ = 12/1.5 ms).
  • µFA maps from SDE were compared to model-free µFA maps from DDE-MRI (Δ/τ/δ = 12/12/1.5 ms).
  • Theoretical analysis and simulations explored heterogeneity effects on estimations.

Main Results:

  • Powder-averaged SDE signals showed significant deviations from ground truth µFA in both gray and white matter.
  • Simulations indicated that unmodeled factors like inter- and intracompartmental kurtosis contribute to misestimations.
  • The SMT and 2-component SM models failed to accurately report µFA and other microstructural parameters.

Conclusions:

  • Powder-averaged SMT and SM are currently inadequate for accurate µFA quantification in ex vivo tissues.
  • Model assumptions and constraints can severely impact the specificity of microstructural parameter estimation.
  • Further research and validation are essential before clinical or preclinical application of these SDE-based methods.

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