Division of Mathematics, University of Dundee, Dundee, United Kingdom.
PLoS One. 2012;7(6):e38574. doi: 10.1371/journal.pone.0038574. Epub 2012 Jun 20.
Bacteria have elaborate signalling mechanisms to ensure a behavioural response that is most likely to enhance survival in a changing environment. It is becoming increasingly apparent that as part of this response, bacteria are capable of cell differentiation and can generate multiple, mutually exclusive co-existing cell states. These cell states are often associated with multicellular processes that bring benefit to the community as a whole but which may be, paradoxically, disadvantageous to an individual subpopulation. How this process of cell differentiation is controlled is intriguing and remains a largely open question. In this paper, we consider an important aspect of cell differentiation that is known to occur in the gram-positive bacterium Bacillus subtilis: we investigate the role of two master regulators DegU and Spo0A in the control of extra-cellular protease production. Recent work in this area focussed the on role of DegU in this process and suggested that transient effects in protein production were the drivers of cell-response heterogeneity. Here, using a combination of mathematical modelling, analysis and stochastic simulations, we provide a complementary analysis of this regulatory system that investigates the roles of both DegU and Spo0A in extra-cellular protease production. In doing so, we present a mechanism for bimodality, or system heterogeneity, without the need for a bistable switch in the underlying regulatory network. Moreover, our analysis leads us to conclude that this heterogeneity is in fact a persistent, stable feature. Our results suggest that system response is divided into three zones: low and high signal levels induce a unimodal or undifferentiated response from the cell population with all cells OFF and ON, respectively for exoprotease production. However, for intermediate levels of signal, a heterogeneous response is predicted with a spread of activity levels, representing typical "bet-hedging" behaviour.
细菌拥有精细的信号机制,以确保在不断变化的环境中最有可能增强生存能力的行为反应。越来越明显的是,作为这种反应的一部分,细菌能够进行细胞分化,并能够产生多个相互排斥的共存细胞状态。这些细胞状态通常与多细胞过程有关,这些过程为整个群落带来好处,但可能对个体亚群不利。这种细胞分化过程是如何控制的,这很有趣,而且仍然是一个很大的悬而未决的问题。在本文中,我们考虑了革兰氏阳性细菌枯草芽孢杆菌中已知发生的细胞分化的一个重要方面:我们研究了两个主调控因子 DegU 和 Spo0A 在控制细胞外蛋白酶产生中的作用。该领域的最新工作集中在 DegU 在这个过程中的作用上,并表明蛋白质产生的瞬时效应是细胞反应异质性的驱动因素。在这里,我们使用数学建模、分析和随机模拟的组合,对这个调节系统进行了补充分析,研究了 DegU 和 Spo0A 在细胞外蛋白酶产生中的作用。在这样做的过程中,我们提出了一种双模态或系统异质性的机制,而不需要在基础调节网络中使用双稳态开关。此外,我们的分析使我们得出结论,这种异质性实际上是一种持久的、稳定的特征。我们的结果表明,系统响应分为三个区域:低信号和高信号水平分别诱导细胞群体产生单峰或未分化的响应,即细胞外蛋白酶的产生分别为关闭和打开。然而,对于中间信号水平,预测会出现异质响应,具有活性水平的扩散,代表典型的“风险分散”行为。