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Diffusion Tensor Magnetic Resonance Imaging in the Analysis of Neurodegenerative Diseases
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Bridging the gap between constrained spherical deconvolution and diffusional variance decomposition via tensor-valued

Philippe Karan1, Alexis Reymbaut1, Guillaume Gilbert2

  • 1Sherbrooke Connectivity Imaging Laboratory (SCIL), Université de Sherbrooke, Sherbrooke, QC J1K 2R1, Canada.

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|May 15, 2022
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Summary
This summary is machine-generated.

This study optimizes diffusion MRI protocols for better white matter imaging. A new 10-minute protocol combining linear and spherical encodings accurately reconstructs fiber orientations and microstructure measures.

Keywords:
Constrained spherical deconvolutionDiffusional variance decompositionTensor-valued dMRI

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Area of Science:

  • Neuroimaging
  • Diffusion MRI
  • White Matter Imaging

Background:

  • Diffusion Tensor Imaging (DTI) offers limited specificity for white matter (WM) fiber orientations, especially at crossings.
  • Constrained Spherical Deconvolution (CSD) improves orientation estimation using High Angular Resolution Diffusion Imaging (HARDI).
  • Tensor-valued diffusion MRI with Diffusional Variance Decomposition (DIVIDE) provides microstructure-specific measures like microscopic Fractional Anisotropy (μFA).

Purpose of the Study:

  • To investigate the impact of diffusion encoding combinations on CSD-based fiber orientation distribution function (fODF) reconstruction.
  • To evaluate the performance of CSD and DIVIDE for accurate μFA computation with tensor-valued diffusion MRI data.
  • To develop and validate an optimized 10-minute diffusion MRI protocol for simultaneous fODF and μFA reconstruction.

Main Methods:

  • Simulated diffusion MRI data with varying diffusion encodings were used to assess fODF angular resolution and CSD versatility.
  • Performance comparison of different encoding combinations for accurate and precise μFA estimation using DIVIDE.
  • Development of a combined linear and spherical b-tensor encoding protocol optimized for speed and data quality.

Main Results:

  • The study explored the effects of various diffusion encoding combinations on fODF reconstruction quality.
  • Performance metrics for μFA accuracy and precision were compared across different protocols.
  • An optimized 10-minute protocol was proposed, demonstrating successful in vivo reconstruction of fODFs and μFA.

Conclusions:

  • Combining CSD and DIVIDE with tensor-valued diffusion MRI offers enhanced insights into white matter microstructure and orientation.
  • The proposed optimized protocol provides a time-efficient solution for simultaneous acquisition of detailed microstructural and orientational information.
  • This advancement holds promise for more specific and accurate neuroimaging analysis in clinical and research settings.