Cargando…
Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study
We proposed a dynamic stochastic mathematical model to evaluate the role of macrophage polarization in plaque development. The dynamic process of macrophages from proliferation to death was simulated under different lipid microenvironments. The probability of macrophage phenotypic switching was desc...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9346359/ https://www.ncbi.nlm.nih.gov/pubmed/35950200 http://dx.doi.org/10.1098/rsos.220239 |
_version_ | 1784761633705295872 |
---|---|
author | Liu, Mengchen Cai, Yan Pan, Jichao Peter, Karlheinz Li, Zhiyong |
author_facet | Liu, Mengchen Cai, Yan Pan, Jichao Peter, Karlheinz Li, Zhiyong |
author_sort | Liu, Mengchen |
collection | PubMed |
description | We proposed a dynamic stochastic mathematical model to evaluate the role of macrophage polarization in plaque development. The dynamic process of macrophages from proliferation to death was simulated under different lipid microenvironments. The probability of macrophage phenotypic switching was described using a Bernoulli distribution where the stochastic variable was determined by the local lipid level. Moreover, the interactions between macrophages and microenvironmental factors vary with macrophage phenotype. We investigated the distribution of key microenvironmental factors, the dynamics of macrophage polarization and its influence on foam cell formation. M1 macrophages were found to predominate in advanced plaque corresponding to the exacerbated inflammation observed in mice experiments. The imbalance between the deposition of oxidized low-density lipoprotein and phagocytic effects of macrophages governed the formation of foam cells. Furthermore, we simulated targeted therapies by either directly inhibiting the polarization probability to M1 macrophages or indirectly regulating macrophage polarization due to high-density lipoprotein levels. Comparison of simulation results with experimental findings in both therapies indicated that the intervention and regulation of macrophage polarization could influence plaque microenvironment and subsequently induce plaque regression, especially in the early stage. The proposed modelling system can facilitate the evaluation of novel therapies targeting macrophage polarization. |
format | Online Article Text |
id | pubmed-9346359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-93463592022-08-09 Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study Liu, Mengchen Cai, Yan Pan, Jichao Peter, Karlheinz Li, Zhiyong R Soc Open Sci Mathematics We proposed a dynamic stochastic mathematical model to evaluate the role of macrophage polarization in plaque development. The dynamic process of macrophages from proliferation to death was simulated under different lipid microenvironments. The probability of macrophage phenotypic switching was described using a Bernoulli distribution where the stochastic variable was determined by the local lipid level. Moreover, the interactions between macrophages and microenvironmental factors vary with macrophage phenotype. We investigated the distribution of key microenvironmental factors, the dynamics of macrophage polarization and its influence on foam cell formation. M1 macrophages were found to predominate in advanced plaque corresponding to the exacerbated inflammation observed in mice experiments. The imbalance between the deposition of oxidized low-density lipoprotein and phagocytic effects of macrophages governed the formation of foam cells. Furthermore, we simulated targeted therapies by either directly inhibiting the polarization probability to M1 macrophages or indirectly regulating macrophage polarization due to high-density lipoprotein levels. Comparison of simulation results with experimental findings in both therapies indicated that the intervention and regulation of macrophage polarization could influence plaque microenvironment and subsequently induce plaque regression, especially in the early stage. The proposed modelling system can facilitate the evaluation of novel therapies targeting macrophage polarization. The Royal Society 2022-08-03 /pmc/articles/PMC9346359/ /pubmed/35950200 http://dx.doi.org/10.1098/rsos.220239 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Mathematics Liu, Mengchen Cai, Yan Pan, Jichao Peter, Karlheinz Li, Zhiyong Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title | Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title_full | Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title_fullStr | Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title_full_unstemmed | Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title_short | Macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
title_sort | macrophage polarization as a potential therapeutic target for atherosclerosis: a dynamic stochastic modelling study |
topic | Mathematics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9346359/ https://www.ncbi.nlm.nih.gov/pubmed/35950200 http://dx.doi.org/10.1098/rsos.220239 |
work_keys_str_mv | AT liumengchen macrophagepolarizationasapotentialtherapeutictargetforatherosclerosisadynamicstochasticmodellingstudy AT caiyan macrophagepolarizationasapotentialtherapeutictargetforatherosclerosisadynamicstochasticmodellingstudy AT panjichao macrophagepolarizationasapotentialtherapeutictargetforatherosclerosisadynamicstochasticmodellingstudy AT peterkarlheinz macrophagepolarizationasapotentialtherapeutictargetforatherosclerosisadynamicstochasticmodellingstudy AT lizhiyong macrophagepolarizationasapotentialtherapeutictargetforatherosclerosisadynamicstochasticmodellingstudy |