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

机译:心肌梗死后左心室重塑中巨噬细胞激活的数学模型和稳定性分析

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BackgroundAbout 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.ResultsWe 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.ConclusionsWe 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.
机译:背景技术约有600万美国人患有心力衰竭,其中70%的心力衰竭病例是由心肌梗塞(MI)引起的。心肌梗塞后,增加的细胞因子诱导两种主要类型的巨噬细胞:经典活化的巨噬细胞有助于细胞外基质的破坏,而活化的巨噬细胞则有助于细胞外基质的构建。尽管实验结果显示了这两种类型的巨噬细胞之间的过渡,但对巨噬细胞激活的动态进程知之甚少。因此,本研究的目的是分析心肌梗死后巨噬细胞的激活方式。结果我们收集了成年C57小鼠的实验数据,并建立了一个代表细胞因子与巨噬细胞之间调节关系的框架。建立了一组微分方程,以根据物理化学定律表征心肌梗死后左心室巨噬细胞活化的调节关系。通过将我们的计算结果与文献中报道的实验结果进行比较,我们进一步验证了数学模型。通过应用Lyaponuv稳定性分析,所建立的数学模型证明了体内稳态的整体稳定性以及对心肌梗塞的有限反应。结论我们建立并验证了MI后巨噬细胞激活的数学模型。稳定性分析提供了一种可能的策略,以干预这项研究中的经典和替代激活的巨噬细胞的平衡。该结果将为了解心梗后左心室重构的机制奠定坚实的基础。

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