Multi-echo NODDI with released intrinsic diffusivity: Initial insights for rat brain tissue

Motivation: The applicability of NODDI and its spinoffs, e.g. multi-echo (MTE) NODDI, is limited to those tissue conditions where the intrinsic diffusivity is known a priori. Goal(s): We propose an estimation approach for MTE-NODDI parameters in which the intrinsic diffusivity is released whilst ensuring fitting stability by adding an l2-norm regularisation term to the cost function. Approach: The regularisation parameter was optimised via the generalised cross-validation approach. The MTE-NODDI with released intrinsic diffusivity was tested in a healthy rat at 3 T. Results: The estimation of MTE-NODDI with released intrinsic diffusivity is well-conditioned if an l2-norm regularisation term is used. Impact: The proposed estimation approach for MTE-NODDI parameters with released intrinsic diffusivity was shown to be stable. Thus, a new range of tissue conditions in which the intrinsic diffusivity is known to be affected, e.g. stroke, can be accurately characterised.

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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/10.58530/2024/3480
Primary Topic
Advanced MRI Techniques and Applications
Type
article
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article

Multi-echo NODDI with released intrinsic diffusivity: Initial insights for rat brain tissue

Ezequiel Farrher, Li‐Wei Kuo, Ming‐Jye Chen, Kuan‐Hung Cho et al.
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
Advanced MRI Techniques and Applications
article

Multi-echo NODDI with released intrinsic diffusivity: Initial insights for rat brain tissue

Ezequiel Farrher, Li‐Wei Kuo, Ming‐Jye Chen, Kuan‐Hung Cho, Sheng-Ming Huang, Chang‐Hoon Choi, N. Jon Shah, Chia‐Wen Chiang
article en

Abstract

Motivation: The applicability of NODDI and its spinoffs, e.g. multi-echo (MTE) NODDI, is limited to those tissue conditions where the intrinsic diffusivity is known a priori. Goal(s): We propose an estimation approach for MTE-NODDI parameters in which the intrinsic diffusivity is released whilst ensuring fitting stability by adding an l2-norm regularisation term to the cost function. Approach: The regularisation parameter was optimised via the generalised cross-validation approach. The MTE-NODDI with released intrinsic diffusivity was tested in a healthy rat at 3 T. Results: The estimation of MTE-NODDI with released intrinsic diffusivity is well-conditioned if an l2-norm regularisation term is used. Impact: The proposed estimation approach for MTE-NODDI parameters with released intrinsic diffusivity was shown to be stable. Thus, a new range of tissue conditions in which the intrinsic diffusivity is known to be affected, e.g. stroke, can be accurately characterised.

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%
Advanced MRI Techniques and Applications
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