Institute for Biocomplexity and Informatics, University of Calgary, Calgary, Alberta, Canada.
PLoS One. 2011;6(5):e19358. doi: 10.1371/journal.pone.0019358. Epub 2011 May 19.
The gene regulatory circuit motif in which two opposing fate-determining transcription factors inhibit each other but activate themselves has been used in mathematical models of binary cell fate decisions in multipotent stem or progenitor cells. This simple circuit can generate multistability and explains the symmetric "poised" precursor state in which both factors are present in the cell at equal amounts as well as the resolution of this indeterminate state as the cell commits to either cell fate characterized by an asymmetric expression pattern of the two factors. This establishes the two alternative stable attractors that represent the two fate options. It has been debated whether cooperativity of molecular interactions is necessary to produce such multistability.
Here we take a general modeling approach and argue that this question is not relevant. We show that non-linearity can arise in two distinct models in which no explicit interaction between the two factors is assumed and that distinct chemical reaction kinetic formalisms can lead to the same (generic) dynamical system form. Moreover, we describe a novel type of bifurcation that produces a degenerate steady state that can explain the metastable state of indeterminacy prior to cell fate decision-making and is consistent with biological observations.
The general model presented here thus offers a novel principle for linking regulatory circuits with the state of indeterminacy characteristic of multipotent (stem) cells.
在多能干细胞或祖细胞的二元细胞命运决策的数学模型中,使用了两个相互拮抗的命运决定转录因子相互抑制但自身激活的基因调控回路基序。这个简单的回路可以产生多稳定性,并解释了对称的“预备”前体细胞状态,其中两种因子在细胞中以相等的量存在,以及这种不确定状态的解决,因为细胞决定采用两种因子的不对称表达模式来决定细胞命运。这确定了代表两种命运选择的两个替代稳定吸引子。人们一直在争论分子相互作用的协同作用是否有必要产生这种多稳定性。
在这里,我们采用了一种一般的建模方法,并认为这个问题并不相关。我们表明,在不假设两个因子之间存在显式相互作用的两个不同模型中,可以出现非线性,并且不同的化学反应动力学形式可以导致相同的(通用)动力系统形式。此外,我们描述了一种新的分岔类型,产生了一个简并的稳定状态,可以解释细胞命运决策之前的不确定状态的亚稳态,并且与生物学观察一致。
因此,这里提出的一般模型为将调控回路与多能(干细胞)细胞特征的不确定状态联系起来提供了一个新的原理。