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Cellular defense processes regulated by pathogen-elicited receptor signaling

机译:细胞防御过程受病原体诱导的受体信号传导调节

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Vertebrates are constantly threatened by the invasion of microorganisms and have evolved systems of immunity to eliminate infectious pathogens in the body. Initial sensing of microbial agents is mediated by the recognition of pathogens by means of molecular structures expressed uniquely by microbes of a given type. So-called 'Toll-like receptors' are expressed on host epithelial barrier cells play an essential role in the host defense against microbial pathogens by inducing cell responses (e.g., proliferation, death, cytokine secretion) via activation of intracellular signaling networks. As these networks, comprising multiple interconnecting dynamic pathways, represent highly complex multi-variate "information processing" systems, the signaling activities particularly critical for governing the host cell responses are poorly understood and not easily ascertained by a priori theoretical notions. We have developed over the past half-decade a "data-driven" computational modeling approach, on a 'cue-signal-response' combined experiment/computation paradigm, to elucidate key multi-variate signaling relationships governing the cell responses. In an example presented here, we study how a canonical set of six kinase pathways combine to effect microbial agent-induced apoptotic death of a macrophage cell line. One modeling technique, partial least-squares regression, yielded the following key insights: {a} signal combinations most strongly correlated to apoptotic death are orthogonal to those most strongly correlated with release of inflammatory cytokines; {b} the ratio of two key pathway activities is the most powerful predictor of microbe-induced macrophage apoptotic death; {c} the most influential time-window of this signaling activity ratio is surprisingly fast: less than one hour after microbe stimulation.
机译:脊椎动物不断受到微生物入侵的威胁,并且已经进化出免疫系统,以消除体内的传染性病原体。通过给定类型的微生物唯一表达的分子结构,通过病原体的识别来介导微生物剂的初始感测。所谓的“ Toll样受体”在宿主上皮屏障细胞上表达,通过激活细胞内信号传导网络诱导细胞应答(例如,增殖,死亡,细胞因子分泌),在宿主抵抗微生物病原体的防御中起重要作用。由于这些网络包括多个相互连接的动态路径,代表了高度复杂的多元“信息处理”系统,因此对于控制宿主细胞反应特别关键的信号传导活动了解得很少,并且很难通过先验的理论概念来确定。在过去的十年中,我们已经在“提示-信号-响应”组合实验/计算范例上开发了一种“数据驱动”的计算建模方法,以阐明控制细胞响应的关键多元信号关系。在此处介绍的一个示例中,我们研究了六个激酶途径的典型集合如何结合起来以影响微生物剂诱导的巨噬细胞凋亡。一种建模技术,即偏最小二乘回归,得出以下主要见解:{a}与凋亡死亡最相关的信号组合与与炎性细胞因子释放最相关的信号组合正交; {b}两种关键途径活动的比率是微生物诱导的巨噬细胞凋亡死亡的最有力预测因子; {c}这种信号活性比率中最具影响力的时间窗口出奇地快:在微生物刺激后不到一小时。

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