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Dynamics of a Minimal Model of Interlocked Positive and Negative Feedback Loops of Transcriptional Regulation by cAMP-Response Element Binding Proteins

机译:cAMP反应元件结合蛋白的转录调控互锁的正负反馈回路最小模型的动力学

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摘要

cAMP-response element binding (CREB) proteins are involved in transcriptional regulation in a number of cellular processes (e.g., neural plasticity and circadian rhythms). The CREB family contains activators and repressors that may interact through positive and negative feedback loops. These loops can be generated by auto- and cross-regulation of expression of CREB proteins, via CRE elements in or near their genes. Experiments suggest that such feedback loops may operate in several systems (e.g., Aplysia and rat). To understand the functional implications of such feedback loops, which are interlocked via cross-regulation of transcription, a minimal model with a positive and negative loop was developed and investigated using bifurcation analysis. Bifurcation analysis revealed diverse nonlinear dynamics (e.g., bistability and oscillations). The stability of steady states or oscillations could be changed by time delays in the synthesis of the activator (CREB1) or the repressor (CREB2). Investigation of stochastic fluctuations due to small numbers of molecules of CREB1 and CREB2 revealed a bimodal distribution of CREB molecules in the bistability region. The robustness of the stable HIGH and LOW states of CREB expression to stochastic noise differs, and a critical number of molecules was required to sustain the HIGH state for days or longer. Increasing positive feedback or decreasing negative feedback also increased the lifetime of the HIGH state, and persistence of this state may correlate with long-term memory formation. A critical number of molecules was also required to sustain robust oscillations of CREB expression. If a steady state was near a deterministic Hopf bifurcation point, stochastic resonance could induce oscillations. This comparative analysis of deterministic and stochastic dynamics not only provides insights into the possible dynamics of CREB regulatory motifs, but also demonstrates a framework for understanding other regulatory processes with similar network architecture.
机译:在许多细胞过程(例如神经可塑性和昼夜节律)中,cAMP-响应元件结合(CREB)蛋白参与转录调节。 CREB系列包含可能通过正反馈回路和负反馈回路相互作用的激活剂和阻遏物。这些循环可以通过CREB蛋白表达的自动和交叉调节,通过其基因内或附近的CRE元件产生。实验表明,这种反馈回路可能会在多种系统中运行(例如Aplysia和Rat)。为了了解这种反馈环的功能含义,这些反馈环通过转录的交叉调节互锁,开发了具有正负环的最小模型,并使用分叉分析进行了研究。分叉分析揭示了各种非线性动力学(例如,双稳态和振荡)。激活剂(CREB1)或阻遏物(CREB2)的合成中的时间延迟可能会改变稳态或振荡的稳定性。对由于少量CREB1和CREB2分子引起的随机波动的研究表明,双稳态区域中CREB分子呈双峰分布。 CREB表达稳定的HIGH和LOW状态对随机噪声的鲁棒性有所不同,并且需要临界数量的分子来维持HIGH状态达数天或更长时间。正反馈的增加或负反馈的减少也增加了HIGH状态的寿命,并且此状态的持久性可能与长期记忆形成有关。还需要一定数量的分子来维持CREB表达的稳定振荡。如果稳态接近确定的Hopf分叉点,则随机共振可能会引起振荡。对确定性和随机动力学的这种比较分析不仅提供了对CREB调控基序可能的动力学的见解,而且还展示了用于理解具有类似网络体系结构的其他调控过程的框架。

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