Department of Chemistry, IIT Bombay, Powai, Mumbai, India.
Department of Chemistry, IIT Bombay, Powai, Mumbai, India.
Biophys J. 2018 Feb 27;114(4):992-1004. doi: 10.1016/j.bpj.2017.12.035.
Neural stem cells (NSCs) often give rise to a mixed population of cells during differentiation. However, the dynamical origin of these mixed states is poorly understood. In this article, our mathematical modeling study demonstrates that the bone morphogenetic protein 2 (BMP2) mediated disparate differentiation dynamics of NSCs in central and peripheral nervous systems essentially function through two distinct bistable switches that are mutually interconnected via a mushroom-like bifurcation. Stochastic simulations of the model reveal that the mixed population originates due to the existence of these bistable switching regulations and that the maintenance of such mixed states depends on the level of stochastic fluctuations of the system. It further demonstrates that due to extrinsic variability, cells in an NSC population can dynamically transit from mushroom to a unique isola kind of bifurcation state, which essentially extends the range of the BMP2-driven mixed population state during differentiation. Importantly, the model predicts that by individually altering the expression level of key regulatory proteins, the NSCs can be converted entirely to a preferred phenotype for BMP2 doses that previously resulted in a mixed population. Our findings show that efficient neuronal regeneration can be achieved by systematically maneuvering the differentiation dynamics.
神经干细胞(NSCs)在分化过程中常常产生混合细胞群体。然而,这些混合状态的动态起源尚不清楚。在本文中,我们的数学建模研究表明,骨形态发生蛋白 2(BMP2)介导的中枢和外周神经系统 NSCs 的不同分化动力学本质上是通过两个相互关联的蘑菇状分岔的相互作用通过两个相互关联的独特双稳态开关来实现的。该模型的随机模拟表明,混合群体的产生是由于存在这些双稳态开关调节,并且这种混合状态的维持取决于系统的随机波动水平。它进一步表明,由于外在的可变性,NSC 群体中的细胞可以从蘑菇状动态过渡到独特的分岔状态,这实质上扩展了 BMP2 驱动的分化过程中混合群体状态的范围。重要的是,该模型预测,通过单独改变关键调节蛋白的表达水平,可以将 NSCs 完全转化为以前产生混合群体的 BMP2 剂量的首选表型。我们的研究结果表明,通过系统地操纵分化动力学,可以实现有效的神经元再生。