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A biomathematical model of atherosclerosis in mice

Atherosclerosis is one of the leading causes of death worldwide. Biomathematical modelling of the underlying disease and therapy processes might be a useful aid to develop and improve preventive and treatment concepts of atherosclerosis. We here propose a biomathematical model of murine atherosclero...

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Autores principales: Schirm, Sibylle, Haghikia, Arash, Brack, Markus, Ahnert, Peter, Nouailles, Geraldine, Suttorp, Norbert, Loeffler, Markus, Witzenrath, Martin, Scholz, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9348695/
https://www.ncbi.nlm.nih.gov/pubmed/35921269
http://dx.doi.org/10.1371/journal.pone.0272079
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author Schirm, Sibylle
Haghikia, Arash
Brack, Markus
Ahnert, Peter
Nouailles, Geraldine
Suttorp, Norbert
Loeffler, Markus
Witzenrath, Martin
Scholz, Markus
author_facet Schirm, Sibylle
Haghikia, Arash
Brack, Markus
Ahnert, Peter
Nouailles, Geraldine
Suttorp, Norbert
Loeffler, Markus
Witzenrath, Martin
Scholz, Markus
author_sort Schirm, Sibylle
collection PubMed
description Atherosclerosis is one of the leading causes of death worldwide. Biomathematical modelling of the underlying disease and therapy processes might be a useful aid to develop and improve preventive and treatment concepts of atherosclerosis. We here propose a biomathematical model of murine atherosclerosis under different diet and treatment conditions including lipid modulating compound and antibiotics. The model is derived by translating known biological mechanisms into ordinary differential equations and by assuming appropriate response kinetics to the applied interventions. We explicitly describe the dynamics of relevant immune cells and lipid species in atherosclerotic lesions including the degree of blood vessel occlusion due to growing plaques. Unknown model parameters were determined by fitting the predictions of model simulations to time series data derived from mice experiments. Parameter fittings resulted in a good agreement of model and data for all 13 experimental scenarios considered. The model can be used to predict the outcome of alternative treatment schedules of combined antibiotic, immune modulating, and lipid lowering agents under high fat or normal diet. We conclude that we established a comprehensive biomathematical model of atherosclerosis in mice. We aim to validate the model on the basis of further experimental data.
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spelling pubmed-93486952022-08-04 A biomathematical model of atherosclerosis in mice Schirm, Sibylle Haghikia, Arash Brack, Markus Ahnert, Peter Nouailles, Geraldine Suttorp, Norbert Loeffler, Markus Witzenrath, Martin Scholz, Markus PLoS One Research Article Atherosclerosis is one of the leading causes of death worldwide. Biomathematical modelling of the underlying disease and therapy processes might be a useful aid to develop and improve preventive and treatment concepts of atherosclerosis. We here propose a biomathematical model of murine atherosclerosis under different diet and treatment conditions including lipid modulating compound and antibiotics. The model is derived by translating known biological mechanisms into ordinary differential equations and by assuming appropriate response kinetics to the applied interventions. We explicitly describe the dynamics of relevant immune cells and lipid species in atherosclerotic lesions including the degree of blood vessel occlusion due to growing plaques. Unknown model parameters were determined by fitting the predictions of model simulations to time series data derived from mice experiments. Parameter fittings resulted in a good agreement of model and data for all 13 experimental scenarios considered. The model can be used to predict the outcome of alternative treatment schedules of combined antibiotic, immune modulating, and lipid lowering agents under high fat or normal diet. We conclude that we established a comprehensive biomathematical model of atherosclerosis in mice. We aim to validate the model on the basis of further experimental data. Public Library of Science 2022-08-03 /pmc/articles/PMC9348695/ /pubmed/35921269 http://dx.doi.org/10.1371/journal.pone.0272079 Text en © 2022 Schirm et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Schirm, Sibylle
Haghikia, Arash
Brack, Markus
Ahnert, Peter
Nouailles, Geraldine
Suttorp, Norbert
Loeffler, Markus
Witzenrath, Martin
Scholz, Markus
A biomathematical model of atherosclerosis in mice
title A biomathematical model of atherosclerosis in mice
title_full A biomathematical model of atherosclerosis in mice
title_fullStr A biomathematical model of atherosclerosis in mice
title_full_unstemmed A biomathematical model of atherosclerosis in mice
title_short A biomathematical model of atherosclerosis in mice
title_sort biomathematical model of atherosclerosis in mice
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9348695/
https://www.ncbi.nlm.nih.gov/pubmed/35921269
http://dx.doi.org/10.1371/journal.pone.0272079
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