A regularized reconstruction pipeline for high-definition diffusion MRI in challenging regions incorporating a

Samuel F Cousin1, Gilad Liberman1, Eddy Solomon1

  • 1Department of Chemical and Biological Physics, Weizmann Institute, Rehovot, Israel.

Abstract

Insights

High-definition diffusion MRI (dMRI) is now achievable using a novel spatially encoded MRI technique. This method overcomes motion artifacts, enabling millimeter and sub-millimeter resolution for clinical research and diagnosis.

Area of Science:

  • Magnetic Resonance Imaging (MRI)
  • Diffusion Tensor Imaging (DTI)

Background:

  • Diffusion MRI is crucial for clinical research and diagnosis.
  • Achieving high-resolution Diffusion Weighted Imaging/Diffusion Tensor Imaging (DWI/DTI) is challenging with single-shot methods due to motion and folding artifacts.

Purpose of the Study:

  • To develop a robust scheme for high-definition human DWI/DTI at millimeter and sub-millimeter resolutions.
  • To overcome limitations of single-shot acquisitions using spatially encoded MRI.

Main Methods:

  • Spatially encoded MRI was combined with regularized reconstruction and parallel receive methods.
  • Per-shot phase maps were reconstructed and combined with coil sensitivities and spatially encoded matrices.
  • Iterative image computation utilized l1 and l2 regularization, with motion-corrupted shots replaced by parallel imaging data.

Main Results:

  • Successful reconstruction of full-brain DTI at 1 mm and restricted brain DTIs at 0.75 mm resolution.
  • The developed scheme demonstrated favorable comparison with conventional Echo Planar Imaging (EPI) at 3 Tesla.
  • High-definition diffusion-based MRI was achieved, overcoming previous resolution limitations.

Conclusions:

  • A novel procedure for high-definition diffusion-based MRI has been successfully developed and demonstrated.
  • The technique offers a robust solution for acquiring high-resolution DWI/DTI data in humans.

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