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The modularity of biological regulatory networks.

机译:生物监管网络的模块化。

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A useful approach to complex regulatory networks consists of modeling their elements and interactions by Boolean equations. In this context, feedback circuits (i.e. circular sequences of interactions) have been shown to play key dynamical roles: whereas positive circuits are able to generate multistationarity, negative circuits may generate oscillatory behavior. In this paper, we principally focus on the case of gene networks. These are represented by fully connected Boolean networks where each element interacts with all elements including itself. Flexibility in network design is introduced by the use of Boolean parameters, one associated with each interaction or group of interactions affecting a given element. Within this formalism, a feedback circuit will generate its typical dynamical behavior (i.e. multistationarity or oscillations) only for appropriate values of some of the logical parameters. Whenever it does, we say that the circuit is 'functional'. More interestingly, this formalism allows the computation of the constraints on the logical parameters to have any feedback circuit functional in a network. Using this methodology, we found that the fraction of the total number of consistent combinations of parameter values that make a circuit functional decreases geometrically with the circuit length. From a biological point of view, this suggests that regulatory networks could be decomposed into small and relatively independent feedback circuits or 'regulatory modules'.
机译:复杂监管网络的一种有用方法包括通过布尔方程对它们的要素和相互作用进行建模。在这种情况下,反馈电路(即交互作用的循环序列)已显示出起关键的动力学作用:尽管正电路能够产生多平稳性,而负电路却可能产生振荡行为。在本文中,我们主要关注基因网络的情况。这些由完全连接的布尔网络表示,其中每个元素都与包括自身在内的所有元素进行交互。网络设计的灵活性是通过使用布尔参数来实现的,布尔参数与影响给定元素的每个交互或一组交互相关。在这种形式上,反馈电路只会为某些逻辑参数的适当值生成其典型的动力学行为(即多平稳性或振荡)。无论何时,我们都说电路是“功能正常”的。更有趣的是,这种形式主义允许对逻辑参数的约束进行计算,以使任何反馈电路在网络中起作用。使用这种方法,我们发现使电路起作用的参数值的一致组合的总数中的分数随着电路长度的增加而几何上减小。从生物学的角度来看,这表明监管网络可以分解为规模较小且相对独立的反馈电路或“监管模块”。

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