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Random walk diffusion simulations in semi-permeable layered media with varying diffusivity
In this paper we present random walk based solutions to diffusion in semi-permeable layered media with varying diffusivity. We propose a novel transit model for solving the interaction of random walkers with a membrane. This hybrid model is based on treating the membrane permeability and the step ch...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232609/ https://www.ncbi.nlm.nih.gov/pubmed/35750717 http://dx.doi.org/10.1038/s41598-022-14541-y |
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author | Alemany, Ignasi Rose, Jan N. Garnier-Brun, Jérôme Scott, Andrew D. Doorly, Denis J. |
author_facet | Alemany, Ignasi Rose, Jan N. Garnier-Brun, Jérôme Scott, Andrew D. Doorly, Denis J. |
author_sort | Alemany, Ignasi |
collection | PubMed |
description | In this paper we present random walk based solutions to diffusion in semi-permeable layered media with varying diffusivity. We propose a novel transit model for solving the interaction of random walkers with a membrane. This hybrid model is based on treating the membrane permeability and the step change in diffusion coefficient as two interactions separated by an infinitesimally small layer. By conducting an extensive analytical flux analysis, the performance of our hybrid model is compared with a commonly used membrane transit model (reference model). Numerical simulations demonstrate the limitations of the reference model in dealing with step changes in diffusivity and show the capability of the hybrid model to overcome this limitation and to offer substantial gains in computational efficiency. The suitability of both random walk transit models for the application to simulations of diffusion tensor cardiovascular magnetic resonance (DT-CMR) imaging is assessed in a histology-based domain relevant to DT-CMR. In order to demonstrate the usefulness of the new hybrid model for other possible applications, we also consider a larger range of permeabilities beyond those commonly found in biological tissues. |
format | Online Article Text |
id | pubmed-9232609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-92326092022-06-26 Random walk diffusion simulations in semi-permeable layered media with varying diffusivity Alemany, Ignasi Rose, Jan N. Garnier-Brun, Jérôme Scott, Andrew D. Doorly, Denis J. Sci Rep Article In this paper we present random walk based solutions to diffusion in semi-permeable layered media with varying diffusivity. We propose a novel transit model for solving the interaction of random walkers with a membrane. This hybrid model is based on treating the membrane permeability and the step change in diffusion coefficient as two interactions separated by an infinitesimally small layer. By conducting an extensive analytical flux analysis, the performance of our hybrid model is compared with a commonly used membrane transit model (reference model). Numerical simulations demonstrate the limitations of the reference model in dealing with step changes in diffusivity and show the capability of the hybrid model to overcome this limitation and to offer substantial gains in computational efficiency. The suitability of both random walk transit models for the application to simulations of diffusion tensor cardiovascular magnetic resonance (DT-CMR) imaging is assessed in a histology-based domain relevant to DT-CMR. In order to demonstrate the usefulness of the new hybrid model for other possible applications, we also consider a larger range of permeabilities beyond those commonly found in biological tissues. Nature Publishing Group UK 2022-06-24 /pmc/articles/PMC9232609/ /pubmed/35750717 http://dx.doi.org/10.1038/s41598-022-14541-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Alemany, Ignasi Rose, Jan N. Garnier-Brun, Jérôme Scott, Andrew D. Doorly, Denis J. Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title | Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title_full | Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title_fullStr | Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title_full_unstemmed | Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title_short | Random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
title_sort | random walk diffusion simulations in semi-permeable layered media with varying diffusivity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232609/ https://www.ncbi.nlm.nih.gov/pubmed/35750717 http://dx.doi.org/10.1038/s41598-022-14541-y |
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