Multi-tissue constrained spherical deconvolution with spherical mean density estimation

Motivation: Multi-tissue constrained spherical deconvolution (MT-CSD) average densities depend on the local fibre arrangement, as it relies on the non-negativity of the fibre orientation density functions (fODF). Goal(s): We investigate whether MT-CSD can be performed without influence of the orientation structure of fibre ODF. Approach: Using the spherical mean of each b-value shell to factor out the angular structure, we rely purely on the different tissue types' b-value dependence, with the angular part of the fODF estimated subsequently . Results: The method produces plausible, but subtly different results from 'regular' MT-CSD, which appear to be less affected by fibre arrangement. It is also substantially faster. Impact: The ability to decompose the signal based purely on its spherical mean b-value dependence may provide more reliable density estimates, though this needs further investigation. The computational efficiency of this approach may also make it more suitable for real-time use.

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Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/2869
Primary Topic
Optical Imaging and Spectroscopy Techniques
Type
article
Field-Weighted Citation Impact
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article

Multi-tissue constrained spherical deconvolution with spherical mean density estimation

Jacques‐Donald Tournier
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Optical Imaging and Spectroscopy Techniques
article

Multi-tissue constrained spherical deconvolution with spherical mean density estimation

Jacques‐Donald Tournier
article en

Abstract

Motivation: Multi-tissue constrained spherical deconvolution (MT-CSD) average densities depend on the local fibre arrangement, as it relies on the non-negativity of the fibre orientation density functions (fODF). Goal(s): We investigate whether MT-CSD can be performed without influence of the orientation structure of fibre ODF. Approach: Using the spherical mean of each b-value shell to factor out the angular structure, we rely purely on the different tissue types' b-value dependence, with the angular part of the fODF estimated subsequently . Results: The method produces plausible, but subtly different results from 'regular' MT-CSD, which appear to be less affected by fibre arrangement. It is also substantially faster. Impact: The ability to decompose the signal based purely on its spherical mean b-value dependence may provide more reliable density estimates, though this needs further investigation. The computational efficiency of this approach may also make it more suitable for real-time use.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 63%
Optical Imaging and Spectroscopy Techniques
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