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Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord

PURPOSE: Time‐dependence is a key feature of the diffusion‐weighted (DW) signal, knowledge of which informs biophysical modelling. Here, we study time‐dependence in the human spinal cord, as its axonal structure is specific and different from the brain. METHODS: We run Monte Carlo simulations using...

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Autores principales: Grussu, Francesco, Ianuş, Andrada, Tur, Carmen, Prados, Ferran, Schneider, Torben, Kaden, Enrico, Ourselin, Sébastien, Drobnjak, Ivana, Zhang, Hui, Alexander, Daniel C., Gandini Wheeler‐Kingshott, Claudia A. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6586052/
https://www.ncbi.nlm.nih.gov/pubmed/30229564
http://dx.doi.org/10.1002/mrm.27463
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author Grussu, Francesco
Ianuş, Andrada
Tur, Carmen
Prados, Ferran
Schneider, Torben
Kaden, Enrico
Ourselin, Sébastien
Drobnjak, Ivana
Zhang, Hui
Alexander, Daniel C.
Gandini Wheeler‐Kingshott, Claudia A. M.
author_facet Grussu, Francesco
Ianuş, Andrada
Tur, Carmen
Prados, Ferran
Schneider, Torben
Kaden, Enrico
Ourselin, Sébastien
Drobnjak, Ivana
Zhang, Hui
Alexander, Daniel C.
Gandini Wheeler‐Kingshott, Claudia A. M.
author_sort Grussu, Francesco
collection PubMed
description PURPOSE: Time‐dependence is a key feature of the diffusion‐weighted (DW) signal, knowledge of which informs biophysical modelling. Here, we study time‐dependence in the human spinal cord, as its axonal structure is specific and different from the brain. METHODS: We run Monte Carlo simulations using a synthetic model of spinal cord white matter (WM) (large axons), and of brain WM (smaller axons). Furthermore, we study clinically feasible multi‐shell DW scans of the cervical spinal cord (b = 0; b = 711 s mm(−2); b = 2855 s mm(−2)), obtained using three diffusion times (Δ of 29, 52 and 76 ms) from three volunteers. RESULTS: Both intra‐/extra‐axonal perpendicular diffusivities and kurtosis excess show time‐dependence in our synthetic spinal cord model. This time‐dependence is reflected mostly in the intra‐axonal perpendicular DW signal, which also exhibits strong decay, unlike our brain model. Time‐dependence of the total DW signal appears detectable in the presence of noise in our synthetic spinal cord model, but not in the brain. In WM in vivo, we observe time‐dependent macroscopic and microscopic diffusivities and diffusion kurtosis, NODDI and two‐compartment SMT metrics. Accounting for large axon calibers improves fitting of multi‐compartment models to a minor extent. CONCLUSIONS: Time‐dependence of clinically viable DW MRI metrics can be detected in vivo in spinal cord WM, thus providing new opportunities for the non‐invasive estimation of microstructural properties. The time‐dependence of the perpendicular DW signal may feature strong intra‐axonal contributions due to large spinal axon caliber. Hence, a popular model known as “stick” (zero‐radius cylinder) may be sub‐optimal to describe signals from the largest spinal axons.
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spelling pubmed-65860522019-06-27 Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord Grussu, Francesco Ianuş, Andrada Tur, Carmen Prados, Ferran Schneider, Torben Kaden, Enrico Ourselin, Sébastien Drobnjak, Ivana Zhang, Hui Alexander, Daniel C. Gandini Wheeler‐Kingshott, Claudia A. M. Magn Reson Med Full Papers—Biophysics and Basic Biomedical Research PURPOSE: Time‐dependence is a key feature of the diffusion‐weighted (DW) signal, knowledge of which informs biophysical modelling. Here, we study time‐dependence in the human spinal cord, as its axonal structure is specific and different from the brain. METHODS: We run Monte Carlo simulations using a synthetic model of spinal cord white matter (WM) (large axons), and of brain WM (smaller axons). Furthermore, we study clinically feasible multi‐shell DW scans of the cervical spinal cord (b = 0; b = 711 s mm(−2); b = 2855 s mm(−2)), obtained using three diffusion times (Δ of 29, 52 and 76 ms) from three volunteers. RESULTS: Both intra‐/extra‐axonal perpendicular diffusivities and kurtosis excess show time‐dependence in our synthetic spinal cord model. This time‐dependence is reflected mostly in the intra‐axonal perpendicular DW signal, which also exhibits strong decay, unlike our brain model. Time‐dependence of the total DW signal appears detectable in the presence of noise in our synthetic spinal cord model, but not in the brain. In WM in vivo, we observe time‐dependent macroscopic and microscopic diffusivities and diffusion kurtosis, NODDI and two‐compartment SMT metrics. Accounting for large axon calibers improves fitting of multi‐compartment models to a minor extent. CONCLUSIONS: Time‐dependence of clinically viable DW MRI metrics can be detected in vivo in spinal cord WM, thus providing new opportunities for the non‐invasive estimation of microstructural properties. The time‐dependence of the perpendicular DW signal may feature strong intra‐axonal contributions due to large spinal axon caliber. Hence, a popular model known as “stick” (zero‐radius cylinder) may be sub‐optimal to describe signals from the largest spinal axons. John Wiley and Sons Inc. 2018-09-05 2019-02 /pmc/articles/PMC6586052/ /pubmed/30229564 http://dx.doi.org/10.1002/mrm.27463 Text en © 2018 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Full Papers—Biophysics and Basic Biomedical Research
Grussu, Francesco
Ianuş, Andrada
Tur, Carmen
Prados, Ferran
Schneider, Torben
Kaden, Enrico
Ourselin, Sébastien
Drobnjak, Ivana
Zhang, Hui
Alexander, Daniel C.
Gandini Wheeler‐Kingshott, Claudia A. M.
Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title_full Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title_fullStr Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title_full_unstemmed Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title_short Relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
title_sort relevance of time‐dependence for clinically viable diffusion imaging of the spinal cord
topic Full Papers—Biophysics and Basic Biomedical Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6586052/
https://www.ncbi.nlm.nih.gov/pubmed/30229564
http://dx.doi.org/10.1002/mrm.27463
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