Systems-level reconstruction of kinase phosphosignaling networks regulating endothelial barrier integrity using temporal data

Ling Wei, Fred D Mast, John D Aitchison, Alexis Kaushansky
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Abstract

Phosphosignaling networks control cellular processes. We built kinase-mediated regulatory networks elicited by thrombin stimulation of brain endothelial cells using two computational strategies: Temporal Pathway Synthesizer (TPS), which uses phosphoproetiomics data as input, and Temporally REsolved KInase Network Generation (TREKING), which uses kinase inhibitor screens. TPS and TREKING predicted overlapping barrier-regulatory kinases connected with unique network topology. Each strategy effectively describes regulatory signaling networks and is broadly applicable across biological systems.
利用时间数据在系统层面重建调节内皮屏障完整性的激酶磷酸信号网络
磷酸信号网络控制着细胞过程。我们利用两种计算策略,构建了由凝血酶刺激脑内皮细胞引起的激酶介导的调控网络:时间通路合成器(TPS)使用磷酸酶组学数据作为输入,而时间解析激酶网络生成器(TREKING)则使用激酶抑制剂筛选。TPS 和 TREKING 预测了具有独特网络拓扑结构的重叠屏障调控激酶。每种策略都能有效描述调控信号网络,并广泛适用于各种生物系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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