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Gene Networks of Fully Connected Triads with Complete Auto-Activation Enable Multistability and Stepwise Stochastic Transitions

机译:具有完全自动激活功能的全连接三合会的基因网络可实现多重稳定性和逐步随机过渡

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摘要

Fully-connected triads (FCTs), such as the Oct4-Sox2-Nanog triad, have been implicated as recurring transcriptional motifs embedded within the regulatory networks that specify and maintain cellular states. To explore the possible connections between FCT topologies and cell fate determinations, we employed computational network screening to search all possible FCT topologies for multistability, a dynamic property that allows the rise of alternate regulatory states from the same transcriptional network. The search yielded a hierarchy of FCTs with various potentials for multistability, including several topologies capable of reaching eight distinct stable states. Our analyses suggested that complete auto-activation is an effective indicator for multistability, and, when gene expression noise was incorporated into the model, the networks were able to transit multiple states spontaneously. Different levels of stochasticity were found to either induce or disrupt random state transitioning with some transitions requiring layovers at one or more intermediate states. Using this framework we simulated a simplified model of induced pluripotency by including constitutive overexpression terms. The corresponding FCT showed random state transitioning from a terminal state to the pluripotent state, with the temporal distribution of this transition matching published experimental data. This work establishes a potential theoretical framework for understanding cell fate determinations by connecting conserved regulatory modules with network dynamics. Our results could also be employed experimentally, using established developmental transcription factors as seeds, to locate cell lineage specification networks by using auto-activation as a cipher.
机译:完全连接的三联体(FCT),例如Oct4-Sox2-Nanog三联体,被暗示是嵌入指定和维持细胞状态的调节网络中的重复转录基序。为了探索FCT拓扑与细胞命运决定之间的可能联系,我们采用了计算网络筛选来搜索所有可能的FCT拓扑以获取多重稳定性,这种动态特性可以使同一转录网络产生其他调控状态。搜索产生了具有多种稳定性潜力的FCT层次结构,包括能够达到八个不同稳定状态的几种拓扑。我们的分析表明,完全自动激活是多重稳定性的有效指标,并且当将基因表达噪声纳入模型时,网络能够自发转移多种状态。发现不同程度的随机性会诱导或破坏随机状态转换,而某些转换需要在一个或多个中间状态上进行中转。使用此框架,我们通过包含组成性过表达项来模拟诱导多能性的简化模型。相应的FCT显示了从终态到多能态的随机状态跃迁,该跃迁的时间分布与已发布的实验数据相匹配。这项工作建立了一个潜在的理论框架,通过将保守的监管模块与网络动态联系起来,了解细胞命运的决定。我们的结果也可以通过建立自动转录因子作为种子,通过使用已建立的发育转录因子作为种子,通过实验来定位细胞谱系规范网络。

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