Soebiyanto Radina P, Sreenath Sree N, Qu Cheng-Kui, Loparo Kenneth A, Bunting Kevin D
Case Complex Systems Biology Center, Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland, OH, USA.
Biosystems. 2007 Nov-Dec;90(3):830-42. doi: 10.1016/j.biosystems.2007.05.005. Epub 2007 Jun 14.
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 (IFN(gamma)) 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.
在这项工作中,我们采用多层次分层范式,在一个复杂的信号系统中寻找作为组织原则的协调性。目的是解释干扰素(IFN(γ))诱导的JAK-STAT(具体为JAK1/JAK2-STAT1)信号通路行为的潜在机制。从文献中的信号通路数学模型出发,我们通过生化凝聚性、生物学意义和功能等原则,利用生物学知识对系统进行模块化。然后,将模块化系统作为计算机模拟抑制、敲低/敲除和扰动实验的基础,以发现一种协调机制。我们的分析表明,一个代表SOCS1复合体的模块可被确定为协调者。对该协调者的分析随后可用于选择生物学实验,以发现“软性”分子药物靶点,这可能会推动改进疗法的开发。所确定的协调者也正在接受研究,以确定其与病理状况的关系。