Godwin Simon, Ward Daniel, Pedone Elisa, Homer Martin, Fletcher Alexander G, Marucci Lucia
Department of Engineering Mathematics, University of Bristol, Bristol, BS8 1UB UK.
School of Cellular & Molecular Medicine, University of Bristol, Bristol, BS8 1TD UK.
NPJ Syst Biol Appl. 2017 Aug 3;3:19. doi: 10.1038/s41540-017-0020-5. eCollection 2017.
During development, pluripotency is a transient state describing a cell's ability to give rise to all three germ layers and germline. Recent studies have shown that, in vitro, pluripotency is highly dynamic: exogenous stimuli provided to cultures of mouse embryonic stem cells, isolated from pre-implantation blastocysts, significantly affect the spectrum of pluripotency. 2i/LIF, a recently defined serum-free medium, forces mouse embryonic stem cells into a ground-state of pluripotency, while serum/LIF cultures promote the co-existence of ground-like and primed-like mouse embryonic stem cell subpopulations. The latter heterogeneity correlates with temporal fluctuations of pluripotency markers, including the master regulator Nanog, in single cells. We propose a mathematical model of Nanog dynamics in both media, accounting for recent experimental data showing the persistence of a small Nanog Low subpopulation in ground-state pluripotency mouse embryonic stem cell cultures. The model integrates into the core pluripotency Gene Regulatory Network both inhibitors present in 2i/LIF (PD and Chiron), and feedback interactions with genes found to be differentially expressed in the two media. Our simulations and bifurcation analysis show that, in ground-state cultures, Nanog dynamics result from the combination of reduced noise in gene expression and the shift of the system towards a monostable, but still excitable, regulation. Experimental data and agent-based modelling simulations indicate that mouse embryonic stem cell proliferation dynamics vary in the two media, and cannot be reproduced by accounting only for Nanog-dependent cell-cycle regulation. We further demonstrate that both PD and Chiron play a key role in regulating heterogeneity in transcription factor expression and, ultimately, mouse embryonic stem cell fate decision.
在发育过程中,多能性是一种描述细胞产生所有三个胚层和生殖系能力的短暂状态。最近的研究表明,在体外,多能性是高度动态的:提供给从植入前囊胚分离的小鼠胚胎干细胞培养物的外源性刺激会显著影响多能性的范围。2i/LIF是一种最近定义的无血清培养基,可迫使小鼠胚胎干细胞进入多能性的基态,而血清/LIF培养则促进类基态和类启动态小鼠胚胎干细胞亚群的共存。后者的异质性与单细胞中多能性标记物(包括主要调节因子Nanog)的时间波动相关。我们提出了两种培养基中Nanog动态的数学模型,考虑了最近的实验数据,这些数据表明在基态多能性小鼠胚胎干细胞培养物中存在一个小的Nanog低亚群的持续性。该模型将2i/LIF中存在的两种抑制剂(PD和chir99021)以及与在两种培养基中差异表达的基因的反馈相互作用整合到多能性基因调控网络中。我们的模拟和分岔分析表明,在基态培养中,Nanog动态是基因表达中噪声降低和系统向单稳态但仍可兴奋调节转变的组合结果。实验数据和基于主体的建模模拟表明,小鼠胚胎干细胞增殖动态在两种培养基中有所不同,仅考虑Nanog依赖性细胞周期调节无法再现。我们进一步证明,PD和chir99021在调节转录因子表达的异质性以及最终小鼠胚胎干细胞命运决定中都起着关键作用。