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Nonlinear Dependencies of Biochemical Reactions for Context-specific Signaling Dynamics

机译:生化反应对上下文特定信号动力学的非线性依赖性

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Mathematical modeling can provide unique insights and predictions about a signaling pathway. Parameter variations allow identification of key reactions that govern signaling features such as the response time that may have a direct impact on the functional outcome. The effect of varying one parameter, however, may depend on values of another. To address the issue, we performed multi-parameter variations of an experimentally validated mathematical model of NF-κB regulatory network, and analyzed the inter-relationships of the parameters in shaping key dynamic features. We find that nonlinear dependencies are ubiquitous among parameters. Such phenomena may underlie the emergence of cell type-specific behaviors from essentially the same molecular network. Our results from a multivariate ensemble of models highlight the hypothesis that cell type specificity in signaling phenotype can arise from quantitatively altered strength of reactions in the pathway, in the absence of tissue-specific factors that re-wire the network for a new topology.. ? 2012 Macmillan Publishers Limited. All rights reserved
机译:数学建模可以提供有关信号通路的独特见解和预测。通过参数变化,可以识别控制信号特征的关键反应,例如可能对功能结果产生直接影响的响应时间。但是,改变一个参数的效果可能取决于另一个参数的值。为了解决这个问题,我们对经过实验验证的NF-κB调节网络数学模型进行了多参数变化,并分析了在塑造关键动态特征时参数之间的相互关系。我们发现非线性依赖关系在参数之间是普遍存在的。这种现象可能是由基本相同的分子网络引起的细胞类型特异性行为的基础。我们从模型的多元集合中得出的结果突出了这样一个假说,即在没有组织特异性因子重新连接网络以形成新拓扑的情况下,信号传导表型中的细胞类型特异性可能是由反应中反应强度的定量改变引起的。 ? 2012 Macmillan Publishers Limited。版权所有

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