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Epidermal Growth Factor Signaling towards Proliferation: Modeling and Logic Inference Using Forward and Backward Search

机译:表皮生长因子向增殖的信号:使用向前和向后搜索的建模和逻辑推理

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摘要

In biological systems, pathways define complex interaction networks where multiple molecular elements are involved in a series of controlled reactions producing responses to specific biomolecular signals. These biosystems are dynamic and there is a need for mathematical and computational methods able to analyze the symbolic elements and the interactions between them and produce adequate readouts of such systems. In this work, we use rewriting logic to analyze the cellular signaling of epidermal growth factor (EGF) and its cell surface receptor (EGFR) in order to induce cellular proliferation. Signaling is initiated by binding the ligand protein EGF to the membrane-bound receptor EGFR so as to trigger a reactions path which have several linked elements through the cell from the membrane till the nucleus. We present two different types of search for analyzing the EGF/proliferation system with the help of Pathway Logic tool, which provides a knowledge-based development environment to carry out the modeling of the signaling. The first one is a standard (forward) search. The second one is a novel approach based on narrowing, which allows us to trace backwards the causes of a given final state. The analysis allows the identification of critical elements that have to be activated to provoke proliferation.
机译:在生物系统中,途径定义了复杂的相互作用网络,其中多个分子元素参与一系列受控反应,从而产生对特定生物分子信号的响应。这些生物系统是动态的,因此需要一种数学和计算方法,能够分析符号元素及其之间的相互作用并产生足够的此类系统读数。在这项工作中,我们使用重写逻辑来分析表皮生长因子(EGF)及其细胞表面受体(EGFR)的细胞信号传导,从而诱导细胞增殖。通过将配体蛋白EGF与膜结合受体EGFR结合来启动信号,从而触发一个反应路径,该路径具有从细胞膜到细胞核的多个连接元素。我们提供两种不同类型的搜索,以借助Pathway Logic工具来分析EGF /增殖系统,该工具提供了一个基于知识的开发环境来进行信号的建模。第一个是标准(正向)搜索。第二种是基于缩小的新颖方法,它使我们能够追溯给定最终状态的原因。该分析允许鉴定必须被激活以引起增殖的关键元素。

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