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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2018
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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. |
format | Online Article Text |
id | pubmed-6586052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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