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首页> 外文期刊>PLoS Computational Biology >Reversible and Noisy Progression towards a Commitment Point Enables Adaptable and Reliable Cellular Decision-Making
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Reversible and Noisy Progression towards a Commitment Point Enables Adaptable and Reliable Cellular Decision-Making

机译:朝向承诺点的可逆且嘈杂的进展使适应性和可靠的蜂窝式决策成为可能

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摘要

Cells must make reliable decisions under fluctuating extracellular conditions, but also be flexible enough to adapt to such changes. How cells reconcile these seemingly contradictory requirements through the dynamics of cellular decision-making is poorly understood. To study this issue we quantitatively measured gene expression and protein localization in single cells of the model organism Bacillus subtilis during the progression to spore formation. We found that sporulation proceeded through noisy and reversible steps towards an irreversible, all-or-none commitment point. Specifically, we observed cell-autonomous and spontaneous bursts of gene expression and transient protein localization events during sporulation. Based on these measurements we developed mathematical population models to investigate how the degree of reversibility affects cellular decision-making. In particular, we evaluated the effect of reversibility on the 1) reliability in the progression to sporulation, and 2) adaptability under changing extracellular stress conditions. Results show that reversible progression allows cells to remain responsive to long-term environmental fluctuations. In contrast, the irreversible commitment point supports reliable execution of cell fate choice that is robust against short-term reductions in stress. This combination of opposite dynamic behaviors (reversible and irreversible) thus maximizes both adaptable and reliable decision-making over a broad range of changes in environmental conditions. These results suggest that decision-making systems might employ a general hybrid strategy to cope with unpredictably fluctuating environmental conditions.
机译:细胞必须在变化的细胞外条件下做出可靠的决定,而且还必须足够灵活以适应这种变化。人们对细胞如何通过细胞决策的动力学调和这些看似矛盾的要求知之甚少。为了研究这个问题,我们定量测量了模型生物枯草芽孢杆菌在形成孢子过程中单个细胞中的基因表达和蛋白质定位。我们发现,孢子形成是通过嘈杂和可逆的步骤朝着不可逆的,全有或全无的承诺点前进的。具体来说,我们观察到了孢子形成过程中细胞自主和自然爆发的基因表达和瞬时蛋白质定位事件。基于这些测量,我们开发了数学种群模型来研究可逆性程度如何影响细胞决策。特别是,我们评估了可逆性对1)孢子形成过程中的可靠性和2)在变化的细胞外应激条件下的适应性的影响。结果表明,可逆的进程允许细胞保持对长期环境波动的响应。相反,不可逆的承诺点支持可靠地执行细胞命运选择,这对于短期内降低压力具有强大的作用。相反的动态行为(可逆和不可逆)的这种组合因此在环境条件的广泛变化中最大化了自适应和可靠的决策。这些结果表明,决策系统可能会采用通用的混合策略来应对变化莫测的环境条件。

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