生物电路中相位和同步的进化计算方法

A. Narayanan, E. Keedwell
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引用次数: 0

摘要

解释和控制生物电路之间和之间同步的出现在系统生物学中变得越来越重要。人们提出了越来越复杂的计算模型来解释周期从几毫秒到几年不等的生物周期。这些模型关注的是周期和振幅。然而,生物周期还有一个同样重要的方面,那就是相位,即回路及其组成部分在同一水平和跨水平同步活动的能力。相位需要合作和反馈,以便在不同的生物回路之间和之间产生适当的动态行为和响应。本文的目的是展示进化计算,特别是遗传算法,如何帮助模拟分阶段生物电路周期的发展,以便从微观电路组件和复合物中产生同步和周期性的宏观行为。
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An evolutionary computational approach to phase and synchronization in biological circuits
Explaining and controlling the emergence of synchronization between and across biological circuits are becoming increasingly important in systems biology. Computational models of increasing complexity are being proposed for explaining biological cycles with periods ranging from milliseconds to years. Such models have focused on period and amplitude. However, there is an equally important aspect of biological cycles, which is phase, or the ability of circuits and their components to synchronize their activities at the same level and across levels. Phase requires cooperation and feedback so that appropriate dynamical behavior and response result between and across different biological circuits. The purpose of this paper is to demonstrate how evolutionary computing, specifically a genetic algorithm, can help model the development of phased biological circuit cycles so that synchronized and periodic macro-level behavior emerges from micro-level circuit components and complexes.
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