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Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction

BACKGROUND: About 6 million Americans suffer from heart failure and 70% of heart failure cases are caused by myocardial infarction (MI). Following myocardial infarction, increased cytokines induce two major types of macrophages: classically activated macrophages which contribute to extracellular mat...

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Detalles Bibliográficos
Autores principales: Wang, Yunji, Yang, Tianyi, Ma, Yonggang, Halade, Ganesh V, Zhang, Jianqiu, Lindsey, Merry L, Jin, Yu-Fang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3481436/
https://www.ncbi.nlm.nih.gov/pubmed/23134700
http://dx.doi.org/10.1186/1471-2164-13-S6-S21
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author Wang, Yunji
Yang, Tianyi
Ma, Yonggang
Halade, Ganesh V
Zhang, Jianqiu
Lindsey, Merry L
Jin, Yu-Fang
author_facet Wang, Yunji
Yang, Tianyi
Ma, Yonggang
Halade, Ganesh V
Zhang, Jianqiu
Lindsey, Merry L
Jin, Yu-Fang
author_sort Wang, Yunji
collection PubMed
description BACKGROUND: About 6 million Americans suffer from heart failure and 70% of heart failure cases are caused by myocardial infarction (MI). Following myocardial infarction, increased cytokines induce two major types of macrophages: classically activated macrophages which contribute to extracellular matrix destruction and alternatively activated macrophages which contribute to extracellular matrix construction. Though experimental results have shown the transitions between these two types of macrophages, little is known about the dynamic progression of macrophages activation. Therefore, the objective of this study is to analyze macrophage activation patterns post-MI. RESULTS: We have collected experimental data from adult C57 mice and built a framework to represent the regulatory relationships among cytokines and macrophages. A set of differential equations were established to characterize the regulatory relationships for macrophage activation in the left ventricle post-MI based on the physical chemistry laws. We further validated the mathematical model by comparing our computational results with experimental results reported in the literature. By applying Lyaponuv stability analysis, the established mathematical model demonstrated global stability in homeostasis situation and bounded response to myocardial infarction. CONCLUSIONS: We have established and validated a mathematical model for macrophage activation post-MI. The stability analysis provided a possible strategy to intervene the balance of classically and alternatively activated macrophages in this study. The results will lay a strong foundation to understand the mechanisms of left ventricular remodelling post-MI.
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spelling pubmed-34814362012-11-02 Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction Wang, Yunji Yang, Tianyi Ma, Yonggang Halade, Ganesh V Zhang, Jianqiu Lindsey, Merry L Jin, Yu-Fang BMC Genomics Research BACKGROUND: About 6 million Americans suffer from heart failure and 70% of heart failure cases are caused by myocardial infarction (MI). Following myocardial infarction, increased cytokines induce two major types of macrophages: classically activated macrophages which contribute to extracellular matrix destruction and alternatively activated macrophages which contribute to extracellular matrix construction. Though experimental results have shown the transitions between these two types of macrophages, little is known about the dynamic progression of macrophages activation. Therefore, the objective of this study is to analyze macrophage activation patterns post-MI. RESULTS: We have collected experimental data from adult C57 mice and built a framework to represent the regulatory relationships among cytokines and macrophages. A set of differential equations were established to characterize the regulatory relationships for macrophage activation in the left ventricle post-MI based on the physical chemistry laws. We further validated the mathematical model by comparing our computational results with experimental results reported in the literature. By applying Lyaponuv stability analysis, the established mathematical model demonstrated global stability in homeostasis situation and bounded response to myocardial infarction. CONCLUSIONS: We have established and validated a mathematical model for macrophage activation post-MI. The stability analysis provided a possible strategy to intervene the balance of classically and alternatively activated macrophages in this study. The results will lay a strong foundation to understand the mechanisms of left ventricular remodelling post-MI. BioMed Central 2012-10-26 /pmc/articles/PMC3481436/ /pubmed/23134700 http://dx.doi.org/10.1186/1471-2164-13-S6-S21 Text en Copyright ©2012 Wang et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Wang, Yunji
Yang, Tianyi
Ma, Yonggang
Halade, Ganesh V
Zhang, Jianqiu
Lindsey, Merry L
Jin, Yu-Fang
Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title_full Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title_fullStr Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title_full_unstemmed Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title_short Mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
title_sort mathematical modeling and stability analysis of macrophage activation in left ventricular remodeling post-myocardial infarction
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3481436/
https://www.ncbi.nlm.nih.gov/pubmed/23134700
http://dx.doi.org/10.1186/1471-2164-13-S6-S21
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