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Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange

Biophysical models of diffusion in white matter have been center-stage over the past two decades and are essentially based on what is now commonly referred to as the “Standard Model” (SM) of non-exchanging anisotropic compartments with Gaussian diffusion. In this work, we focus on diffusion MRI in g...

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Autores principales: Jelescu, Ileana O., de Skowronski, Alexandre, Geffroy, Françoise, Palombo, Marco, Novikov, Dmitry S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10363376/
https://www.ncbi.nlm.nih.gov/pubmed/35523369
http://dx.doi.org/10.1016/j.neuroimage.2022.119277
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author Jelescu, Ileana O.
de Skowronski, Alexandre
Geffroy, Françoise
Palombo, Marco
Novikov, Dmitry S.
author_facet Jelescu, Ileana O.
de Skowronski, Alexandre
Geffroy, Françoise
Palombo, Marco
Novikov, Dmitry S.
author_sort Jelescu, Ileana O.
collection PubMed
description Biophysical models of diffusion in white matter have been center-stage over the past two decades and are essentially based on what is now commonly referred to as the “Standard Model” (SM) of non-exchanging anisotropic compartments with Gaussian diffusion. In this work, we focus on diffusion MRI in gray matter, which requires rethinking basic microstructure modeling blocks. In particular, at least three contributions beyond the SM need to be considered for gray matter: water exchange across the cell membrane – between neurites and the extracellular space; non-Gaussian diffusion along neuronal and glial processes – resulting from structural disorder; and signal contribution from soma. For the first contribution, we propose Neurite Exchange Imaging (NEXI) as an extension of the SM of diffusion, which builds on the anisotropic Kärger model of two exchanging compartments. Using datasets acquired at multiple diffusion weightings ([Formula: see text]) and diffusion times ([Formula: see text]) in the rat brain in vivo, we investigate the suitability of NEXI to describe the diffusion signal in the gray matter, compared to the other two possible contributions. Our results for the diffusion time window 20–45 ms show minimal diffusivity time-dependence and more pronounced kurtosis decay with time, which is well fit by the exchange model. Moreover, we observe lower signal for longer diffusion times at high [Formula: see text]. In light of these observations, we identify exchange as the mechanism that best explains these signal signatures in both low- [Formula: see text] and high- [Formula: see text] regime, and thereby propose NEX as the minimal model for gray matter microstructure mapping. We finally highlight multi- [Formula: see text] multi- [Formula: see text] acquisition protocols as being best suited to estimate NEXI model parameters reliably. Using this approach, we estimate the inter-compartment water exchange time to be 15 – 60 ms in the rat cortex and hippocampus in vivo, which is of the same order or shorter than the diffusion time in typical diffusion MRI acquisitions. This suggests water exchange as an essential component for interpreting diffusion MRI measurements in gray matter.
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spelling pubmed-103633762023-07-23 Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange Jelescu, Ileana O. de Skowronski, Alexandre Geffroy, Françoise Palombo, Marco Novikov, Dmitry S. Neuroimage Article Biophysical models of diffusion in white matter have been center-stage over the past two decades and are essentially based on what is now commonly referred to as the “Standard Model” (SM) of non-exchanging anisotropic compartments with Gaussian diffusion. In this work, we focus on diffusion MRI in gray matter, which requires rethinking basic microstructure modeling blocks. In particular, at least three contributions beyond the SM need to be considered for gray matter: water exchange across the cell membrane – between neurites and the extracellular space; non-Gaussian diffusion along neuronal and glial processes – resulting from structural disorder; and signal contribution from soma. For the first contribution, we propose Neurite Exchange Imaging (NEXI) as an extension of the SM of diffusion, which builds on the anisotropic Kärger model of two exchanging compartments. Using datasets acquired at multiple diffusion weightings ([Formula: see text]) and diffusion times ([Formula: see text]) in the rat brain in vivo, we investigate the suitability of NEXI to describe the diffusion signal in the gray matter, compared to the other two possible contributions. Our results for the diffusion time window 20–45 ms show minimal diffusivity time-dependence and more pronounced kurtosis decay with time, which is well fit by the exchange model. Moreover, we observe lower signal for longer diffusion times at high [Formula: see text]. In light of these observations, we identify exchange as the mechanism that best explains these signal signatures in both low- [Formula: see text] and high- [Formula: see text] regime, and thereby propose NEX as the minimal model for gray matter microstructure mapping. We finally highlight multi- [Formula: see text] multi- [Formula: see text] acquisition protocols as being best suited to estimate NEXI model parameters reliably. Using this approach, we estimate the inter-compartment water exchange time to be 15 – 60 ms in the rat cortex and hippocampus in vivo, which is of the same order or shorter than the diffusion time in typical diffusion MRI acquisitions. This suggests water exchange as an essential component for interpreting diffusion MRI measurements in gray matter. 2022-08-01 2022-05-03 /pmc/articles/PMC10363376/ /pubmed/35523369 http://dx.doi.org/10.1016/j.neuroimage.2022.119277 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license
spellingShingle Article
Jelescu, Ileana O.
de Skowronski, Alexandre
Geffroy, Françoise
Palombo, Marco
Novikov, Dmitry S.
Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title_full Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title_fullStr Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title_full_unstemmed Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title_short Neurite Exchange Imaging (NEXI): A minimal model of diffusion in gray matter with inter-compartment water exchange
title_sort neurite exchange imaging (nexi): a minimal model of diffusion in gray matter with inter-compartment water exchange
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10363376/
https://www.ncbi.nlm.nih.gov/pubmed/35523369
http://dx.doi.org/10.1016/j.neuroimage.2022.119277
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