基因调节网络中的混乱:时间延迟和相互作用结构的影响
Dilan Öztürk1,2, Fatihcan M Atay3, Hitay Özbay1
1Department of Electrical and Electronics Engineering, Bilkent University, 06800 Ankara, Turkey.
Chaos (Woodbury, N.Y.)
|March 1, 2024
概括
基因调节网络中的时间延迟显著影响混乱的动态. 纳入这些延迟揭示了混乱的新条件,即使在没有自我抑制的简单的两基因系统中也是如此.
科学领域:
- 系统生物学 系统生物学
- 计算生物学 计算生物学
- 非线性动力学是一种非线性动力学.
背景情况:
- 基因表达通常使用调控反机制来建模.
- 传统的基因网络模型经常忽视时间延迟对动态的影响.
- 了解诸如混乱之类的非线性性质对于生物系统建模至关重要.
研究的目的:
- 引入基因调节网络的扩展模型,包括时间延迟的负面反.
- 分析这个扩展模型的非线性属性,特别是混乱.
- 为了比较扩展模型中的混乱条件与基因调节网络模型中的基因调节网络模型.
主要方法:
- 使用延迟微分方程开发扩展基因调节网络模型.
- 分析非线性动力学,包括混乱的行为.
- 用标准基因调节网络模型进行比较分析.
主要成果:
- 混乱的动态很大程度上取决于时间延迟的包含.
- 展示混乱所需的最小网络图案在原始和扩展模型之间有所不同.
- 一个具有更高阶延伸的两基因系统可以显示混乱的动态,而不会由于未建模的动态而自我抑制.
结论:
- 时间延迟是产生基因调节网络混乱动态的关键因素.
- 包括额外的参数,特别是时间延迟,显著增加了观察非周期动态的概率.
- 扩展模型显示,复杂的动态可以在比以前想象的更简单的网络结构中出现.
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