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Cumulant expansion with localization: A new representation of the diffusion MRI signal
Diffusion MR is sensitive to the microstructural features of a sample. Fine-scale characteristics can be probed by employing strong diffusion gradients while the low b-value regime is determined by the cumulants of the distribution of particle displacements. A signal representation based on the cumu...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406302/ https://www.ncbi.nlm.nih.gov/pubmed/37555138 http://dx.doi.org/10.3389/fnimg.2022.958680 |
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author | Afzali, Maryam Pieciak, Tomasz Jones, Derek K. Schneider, Jürgen E. Özarslan, Evren |
author_facet | Afzali, Maryam Pieciak, Tomasz Jones, Derek K. Schneider, Jürgen E. Özarslan, Evren |
author_sort | Afzali, Maryam |
collection | PubMed |
description | Diffusion MR is sensitive to the microstructural features of a sample. Fine-scale characteristics can be probed by employing strong diffusion gradients while the low b-value regime is determined by the cumulants of the distribution of particle displacements. A signal representation based on the cumulants, however, suffers from a finite convergence radius and cannot represent the ‘localization regime' characterized by a stretched exponential decay that emerges at large gradient strengths. Here, we propose a new representation for the diffusion MR signal. Our method provides not only a robust estimate of the first three cumulants but also a meaningful extrapolation of the entire signal decay. |
format | Online Article Text |
id | pubmed-10406302 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104063022023-08-08 Cumulant expansion with localization: A new representation of the diffusion MRI signal Afzali, Maryam Pieciak, Tomasz Jones, Derek K. Schneider, Jürgen E. Özarslan, Evren Front Neuroimaging Neuroimaging Diffusion MR is sensitive to the microstructural features of a sample. Fine-scale characteristics can be probed by employing strong diffusion gradients while the low b-value regime is determined by the cumulants of the distribution of particle displacements. A signal representation based on the cumulants, however, suffers from a finite convergence radius and cannot represent the ‘localization regime' characterized by a stretched exponential decay that emerges at large gradient strengths. Here, we propose a new representation for the diffusion MR signal. Our method provides not only a robust estimate of the first three cumulants but also a meaningful extrapolation of the entire signal decay. Frontiers Media S.A. 2022-08-17 /pmc/articles/PMC10406302/ /pubmed/37555138 http://dx.doi.org/10.3389/fnimg.2022.958680 Text en Copyright © 2022 Afzali, Pieciak, Jones, Schneider and Özarslan. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroimaging Afzali, Maryam Pieciak, Tomasz Jones, Derek K. Schneider, Jürgen E. Özarslan, Evren Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title | Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title_full | Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title_fullStr | Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title_full_unstemmed | Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title_short | Cumulant expansion with localization: A new representation of the diffusion MRI signal |
title_sort | cumulant expansion with localization: a new representation of the diffusion mri signal |
topic | Neuroimaging |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406302/ https://www.ncbi.nlm.nih.gov/pubmed/37555138 http://dx.doi.org/10.3389/fnimg.2022.958680 |
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