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Abstract #1272

Dealing with Gradient Nonlinearities for High-Performance Gradient Diffusion MRI - Application to the Human Connectome Project (HCP) Dataset

M. Okan Irfanoglu1, Ahmad Beyh2,3, Anh Thai1, Carlo Pierpaoli1, and Flavio Dell'Acqua2
1QMI/NIBIB, NIBIB/NIH, Bethesda, MD, United States, 2NatBrainLab, KCL, London, United Kingdom, 3Systems Neuroscience and Psychopathology Lab, CAHBIR, Rutgers University, New Jersey, NJ, United States

Synopsis

Keywords: Diffusion Analysis & Visualization, Diffusion/other diffusion imaging techniques, Gradient nonlinearity correction

Motivation: Correction of gradient nonlinearity effects on diffusion-sensitization is important. However, not all software packages and/or diffusion models can incorporate spatially-varying bvals/bvecs information.

Goal(s): Determine how significant nonlinearities are in the Human Connectome Project(HCP) dataset and investigate the feasibility of a spherical harmonics (SH)-based signal regeneration technique to directly incorporate nonlinearity effects and eliminate the need for additional information sharing.

Approach: FA, MD and angular error maps from 200 subjects were compared using different formats of correction.

Results: Nonlinearities are significant on HCP-dMRI data. The proposed SH-based signal regeneration approach allows the use of spatially invariant diffusion gradient tables with substantially reduced residual error.

Impact: Diffusion models and software not designed to incorporate spatially-varying bvals/bvecs can now take advantage of gradient nonlinearity correction. A reprocessed version of HCP dMRI dataset will be made publicly available in this format, along with the conventional gradient deviation tensors.

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Keywords