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Stochastic π-Calculus Modelling of Multisite Phosphorylation Based Signaling: The PHO Pathway in Saccharomyces Cerevisiae

机译:基于多立体磷酸化信号传导的随机π - 微分型:酿酒酵母的PHO途径

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We propose a stochastic π-calculus modelling approach able to handle the complexity of post-translational signalling and to overcome some limitations of the ordinary differential equations based methods. The model we developed is customizable without a priori assumptions to every multisite phosphorylation regulation. We applied it to the multisite phosphorylation of the Pho4 transcription factor that plays a crucial role in the phosphate starvation signalling in Saccharomyces cerevisiae, using available in vitro experiments for the model tuning and validation. The in silico simulation of the sub-path with the stochastic π-calculus allows quantitative analyses of the kinetic characteristics of the Pho4 phosphorylation, the different phosphorylation dynamics for each site (possibly combined) and the variation of the kinase activity as the reaction goes to completion. One of the predictions indicates that the Pho80-Pho85 kinase activity on the Pho4 substrate is nearly distributive and not semi-processive as previously found analysing only the phosphoform concentrations in vitro. Thanks to the compositionality property of process algebras, we also developed the whole PHO pathway model that gives new suggestions and confirmations about its general behaviour. The potentialities of process calculi-based in silico simulations for biological systems are highlighted and discussed.
机译:我们提出了一种能够处理转换后信令的复杂性的随机π-微积分建模方法,并克服基于普通微分方程的一些限制。我们开发的模型是可定制的,而无需先验到每个多路磷酸化调节的假设。我们将其施加到PhO4转录因子的多立体磷酸化,其在酿酒属酿酒酵母中磷酸盐饥饿信号中发挥着至关重要的作用,使用可用的体外实验进行模型调整和验证。具有随机π微积分的子路径的硅模拟允许对PHO4磷酸化的动力学特性进行定量分析,每个部位的不同磷酸化动力学(可能组合)和激酶活性的变化随着反应进入完成。其中一种预测表明,如前发现仅在体外分析磷酸浓度的分析,PHO8-PHO85激酶活性几乎分布而不是半加工。由于流程代数的合成性质,我们还开发了整个Pho路径模型,为其一般行为提供了新的建议和确认。突出显示并讨论了基于用于生物系统的硅模​​拟的过程计算的潜力。

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