Meeting Banner
Abstract #0118

Blind spherical deconvolution of multi-shell diffusion MRI to model regional changes in pathology

Siebe Leysen1,2, Ahmed Radwan2,3, Frederik Maes1,2, Stefan Sunaert2,3,4, and Daan Christiaens1,2,3
1Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium, 2Medical Imaging Research Center, UZ Leuven, Leuven, Belgium, 3Department of Imaging and Pathology, Translational MRI, KU Leuven, Leuven, Belgium, 4Department of Radiology, KU Leuven, Leuven, Belgium

Synopsis

Keywords: Diffusion Modeling, Signal Representations

Motivation: Diffusion-weighted MRI (dMRI) has significantly enhanced our ability to investigate the brain's microstructure, but analysis in pathology remains difficult.

Goal(s): This study introduces a voxelwise approach to concurrently estimate the Orientation Distribution Function (ODF) and response function for fiber orientation analysis and tractography.

Approach: The proposed blind deconvolution method models the kernel as a sum of axially-symmetric Gaussian functions, defined in spherical harmonics. It is evaluated through simulations and in-vivo experiments in healthy volunteers and glioma patients, demonstrating its efficacy in ODF estimation and data fitting.

Results: This novel approach presents better modeling of pathology and offers promising results for white matter analysis.

Impact: We introduce a blind deconvolution method for brain microstructure analysis with DWI that concurrently estimates a voxelwise ODF and kernel. This method can aid tractography and provide new image contrasts in the presence of pathology.

How to access this content:

For one year after publication, abstracts and videos are only open to registrants of this annual meeting. Registrants should use their existing login information. Non-registrant access can be purchased via the ISMRM E-Library.

After one year, current ISMRM & ISMRT members get free access to both the abstracts and videos. Non-members and non-registrants must purchase access via the ISMRM E-Library.

After two years, the meeting proceedings (abstracts) are opened to the public and require no login information. Videos remain behind password for access by members, registrants and E-Library customers.

Click here for more information on becoming a member.

Keywords