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Complex systems biology approach to understanding coordination of JAK-STAT signaling

机译:了解JAK-STAT信号协调的复杂系统生物学方法

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In this work, we search for coordination as an organizing principle in a complex signaling system using a multilevel hierarchical paradigm. The objective is to explain the underlying mechanism of Interferon (IFNγ) induced JAK-STAT (specifically JAK1/JAK2-STAT1) pathway behavior. Starting with a mathematical model of the pathway from the literature, we modularize the system using biological knowledge via principles of biochemical cohesion, biological significance, and functionality. The modularized system is then used as a basis for in silico inhibition, knockdown/deletion and perturbation experiments to discover a coordination mechanism. Our analysis shows that a module representing the SOCS1 complex can be identified as the coordinator. Analysis of the coordinator can then be used for the selection of biological experiments for the discovery of ‘soft’ molecular drug targets, that could lead to the development of improved therapeutics. The coordinator identified is also being investigated to determine its relationship to pathological conditions.
机译:在这项工作中,我们使用多层次分层范式在复杂的信号系统中搜索协调作为组织原则。目的是解释干扰素(IFNγ)诱导JAK-STAT(特别是JAK1 / JAK2-STAT1)途径行为的潜在机制。从文献中的途径的数学模型开始,我们通过生物化学内聚力,生物学意义和功能原理,使用生物学知识对系统进行模块化。然后,将模块化系统用作计算机抑制,敲低/删除和微扰实验的基础,以发现配位机制。我们的分析表明,可以将代表SOCS1复合体的模块识别为协调器。然后,可以使用对配位体的分析来选择生物学实验,以发现“软”分子药物靶标,从而可以开发出改良的疗法。还正在研究确定的协调员,以确定其与病理状况的关系。

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