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Modeling the LPS-induced effects on transcription factor activation and gene expression in murine macrophages

机译:模拟LPS诱导的对小鼠巨噬细胞转录因子激活和基因表达的影响

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Macrophages within the liver are of particular importance for a functional defense against bacterial infection. They exhibit a complex response to lipopolysaccharide and secrete a variety of pro-inflammatory cytokines and chemokines that both coordinate the immune response and regulate activity of the macrophages, themselves. In this context, the dynamic of pathway activation and gene expression is important for a better understanding of the role of activated macrophages in healthy and diseased states. Therefore, we present a representative model of LPS-induced macrophage activation that covers the principle regulatory motifs. Based on that, we propose a simplified model with a reduced number of states and parameters that allows estimation of transcription factor activity from gene expression data and can be easily extended to describe the full spectrum of gene regulation in LPS-activated macrophages.
机译:肝脏内的巨噬细胞对于抵抗细菌感染的功能防御尤为重要。它们对脂多糖表现出复杂的反应,并分泌多种促炎细胞因子和趋化因子,它们既可以协调免疫反应,又可以调节巨噬细胞本身的活性。在这种情况下,通路激活和基因表达的动态对于更好地了解活化的巨噬细胞在健康和患病状态中的作用很重要。因此,我们提出了LPS诱导的巨噬细胞活化的代表性模型,涵盖了主要的调控基序。基于此,我们提出了一种简化的模型,该模型具有减少的状态和参数,可以从基因表达数据估算转录因子的活性,并且可以轻松地扩展以描述LPS激活的巨噬细胞中基因调控的全谱。

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