非线性生物系统的可控性和可访问性分析.
Sandra Díaz-Seoane1, Antonio Barreiro Blas1, Alejandro F Villaverde2
1Universidade de Vigo, Department of Systems Engineering & Control, 36310 Vigo, Galicia, Spain.
Computer methods and programs in biomedicine
|October 14, 2023
概括
本研究引入了一种用于评估非线性生物系统可控性和可访问性的新方法. 开发的算法和开源工具有效地分析复杂的生物模型,揭示了一些信号网络的局限性.
科学领域:
- 系统生物学 系统生物学
- 控制理论 控制理论
- 生物医学工程 生物医学工程
背景情况:
- 非线性生物系统对于理解生物过程至关重要.
- 对非线性系统来说,可控性和可访问性分析是一个挑战.
研究的目的:
- 开发方法来确定非线性生物系统中的可控性和可访问性.
- 为非线性系统分析提供通用测试.
主要方法:
- 利用微分几何控制理论.
- 导出可控制性的足够条件和可访问性的必要/足够条件.
- 开发了一个高效的算法程序和开源实现.
主要成果:
- 成功分析了各种生物医学模型的可访问性和可控制性.
- 确定了特定的模型,如EGF和NFκB信号网络,无法完全控制.
- 为这些分析提供了一种高效的计算工具.
结论:
- 开发的方法增强了生物医学中非线性模型的分析.
- 这项工作促进了可控性和可访问性分析在各种科学领域的更广泛应用.
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