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Pluripotency gene network dynamics: System views from parametric analysis

机译:多能性基因网络动力学:参数分析的系统视图

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摘要

Multiple experimental data demonstrated that the core gene network orchestrating self-renewal and differentiation of mouse embryonic stem cells involves activity of Oct4, Sox2 and Nanog genes by means of a number of positive feedback loops among them. However, recent studies indicated that the architecture of the core gene network should also incorporate negative Nanog autoregulation and might not include positive feedbacks from Nanog to Oct4 and Sox2. Thorough parametric analysis of the mathematical model based on this revisited core regulatory circuit identified that there are substantial changes in model dynamics occurred depending on the strength of Oct4 and Sox2 activation and molecular complexity of Nanog autorepression. The analysis showed the existence of four dynamical domains with different numbers of stable and unstable steady states. We hypothesize that these domains can constitute the checkpoints in a developmental progression from naïve to primed pluripotency and vice versa. During this transition, parametric conditions exist, which generate an oscillatory behavior of the system explaining heterogeneity in expression of pluripotent and differentiation factors in serum ESC cultures. Eventually, simulations showed that addition of positive feedbacks from Nanog to Oct4 and Sox2 leads mainly to increase of the parametric space for the naïve ESC state, in which pluripotency factors are strongly expressed while differentiation ones are repressed.
机译:多个实验数据表明,协调小鼠胚胎干细胞自我更新和分化的核心基因网络通过其中的许多正反馈回路参与了Oct4,Sox2和Nanog基因的活性。但是,最近的研究表明,核心基因网络的体系结构还应该包含负的Nanog自动调节功能,并且可能不包括从Nanog到Oct4和Sox2的正反馈。基于重新审视的核心调节电路对数学模型进行全面的参数分析,发现模型动力学发生了重大变化,具体取决于Oct4和Sox2激活的强度以及Nanog自抑制的分子复杂性。分析表明存在四个具有不同数量的稳定和不稳定稳态的动态域。我们假设这些域可以构成从纯幼性到初级多能性的发展过程中的检查点,反之亦然。在此过渡过程中,存在参数条件,该条件条件会产生系统的振荡行为,从而说明血清ESC培养物中多能性和分化因子表达的异质性。最终,模拟结果表明,从Nanog向Oct4和Sox2添加正反馈主要会导致幼稚ESC状态的参数空间增加,在这种状态下,多能性因子被强烈表达而分化因子被抑制。

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