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Phosphoproteomics-Based Systems Analysis of Signal Transduction Networks

机译:基于磷酸蛋白质组学的信号传导网络系统分析

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摘要

Signal transduction systems coordinate complex cellular information to regulate biological events such as cell proliferation and differentiation. Although the accumulating evidence on widespread association of signaling molecules has revealed essential contribution of phosphorylation-dependent interaction networks to cellular regulation, their dynamic behavior is mostly yet to be analyzed. Recent technological advances regarding mass spectrometry-based quantitative proteomics have enabled us to describe the comprehensive status of phosphorylated molecules in a time-resolved manner. Computational analyses based on the phosphoproteome dynamics accelerate generation of novel methodologies for mathematical analysis of cellular signaling. Phosphoproteomics-based numerical modeling can be used to evaluate regulatory network elements from a statistical point of view. Integration with transcriptome dynamics also uncovers regulatory hubs at the transcriptional level. These omics-based computational methodologies, which have firstly been applied to representative signaling systems such as the epidermal growth factor receptor pathway, have now opened up a gate for systems analysis of signaling networks involved in immune response and cancer.
机译:信号转导系统协调复杂的细胞信息以调节生物学事件,例如细胞增殖和分化。尽管关于信号分子广泛结合的越来越多的证据表明磷酸化依赖性相互作用网络对细胞调节起着重要的作用,但它们的动态行为尚待分析。关于基于质谱的定量蛋白质组学的最新技术进步使我们能够以时间分辨的方式描述磷酸化分子的全面状态。基于磷酸化蛋白质组动力学的计算分析加快了细胞信号传导数学分析的新方法的产生。基于磷酸化蛋白质组学的数值模型可用于从统计角度评估监管网络元素。与转录组动力学的整合还揭示了转录水平的调节中心。这些基于组学的计算方法,首先被应用于代表性的信号系统,例如表皮生长因子受体途径,现在为涉及免疫应答和癌症的信号网络的系统分析打开了大门。

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