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代数系统生物学:Wnt信号通路的一个案例研究

Algebraic Systems Biology: A Case Study for the Wnt Pathway.

作者信息

Gross Elizabeth, Harrington Heather A, Rosen Zvi, Sturmfels Bernd

机构信息

San José State University, San José, CA, USA.

University of Oxford, Oxford, England.

出版信息

Bull Math Biol. 2016 Jan;78(1):21-51. doi: 10.1007/s11538-015-0125-1. Epub 2015 Dec 8.

Abstract

Steady-state analysis of dynamical systems for biological networks gives rise to algebraic varieties in high-dimensional spaces whose study is of interest in their own right. We demonstrate this for the shuttle model of the Wnt signaling pathway. Here, the variety is described by a polynomial system in 19 unknowns and 36 parameters. It has degree 9 over the parameter space. This case study explores multistationarity, model comparison, dynamics within regions of the state space, identifiability, and parameter estimation, from a geometric point of view. We employ current methods from computational algebraic geometry, polyhedral geometry, and combinatorics.

摘要

生物网络动力学系统的稳态分析会在高维空间中产生代数簇,对其进行研究本身就很有意义。我们以Wnt信号通路的穿梭模型为例进行说明。在此,该簇由一个包含19个未知数和36个参数的多项式系统描述。它在参数空间上的次数为9。本案例研究从几何角度探讨了多稳态性、模型比较、状态空间区域内的动力学、可识别性和参数估计。我们采用了计算代数几何、多面体几何和组合学的现有方法。

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