Indications of Spontaneous Chaos in the Chemotaxis of E. coli under Noise-Induced Parametric Perturbations

P. Patnaik
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引用次数: 4

Abstract

Bacteria such as Escherichia coli navigating through real environments in response to chemical stimuli are under the continual influence of perturbations or 'noise' from within the cells, at the interface between the cell walls and the chemical ligands, and from the extra-cellular surroundings. These perturbations interact with one another and affect the chemosensory reactions that determine the movements of a population of cells. A recent analysis has shown that the response coefficients of certain key variables describing the chemotaxis of E. coli can vary by several orders of magnitude when the kinetic parameters are disturbed by noise-induced fluctuations, thereby inducing corresponding variations in cellular locomotion. This possibility is explored quantitatively here by using the same mathematical model as in the earlier work. The model considers the cells to be in one of three states: some cells moving toward the chemoattractant, some moving away and others in an intermediate 'tumbling' state. The focus was on the tumbling cells since they are the most sensitive to disturbances. Based on previous work, the fractal dimensions of the cells tracked over a length of time were used as indicators of stable or unstable chemotaxis. Results showed that while noise-induced variations in some parameters had only marginal effects on cell motility, other parameters strongly influenced the population movement. In the latter cases the chemically guided movement of the population toward the chemoattractant could, under sufficiently intense noise, become chaotic in certain intervals of time. Significantly, the time intervals for such spontaneous chaos differed from one parameter to another, being contiguous with one another, rather than overlapping. Thus at any point in time there is the likelihood of chaotic instability caused by one or more of the parameters, thereby destabilizing the population as a whole. These observations underscore a the importance of analyzing the effects of noise on bacterial chemosensory kinetics, b limiting the intensity of noise permeating the cells, and c the usefulness of fractal dimensions in aiding such analysis.
噪声诱导参数扰动下大肠杆菌趋化性的自发混沌迹象
像大肠杆菌这样的细菌在真实环境中对化学刺激做出反应,受到来自细胞内部、细胞壁和化学配体之间的界面以及细胞外环境的扰动或“噪音”的持续影响。这些扰动相互作用,影响决定细胞群运动的化学感觉反应。最近的一项分析表明,当动力学参数受到噪声引起的波动干扰时,描述大肠杆菌趋化性的某些关键变量的响应系数可能会发生几个数量级的变化,从而引起细胞运动的相应变化。这里通过使用与早期工作相同的数学模型,定量地探讨了这种可能性。该模型认为细胞处于三种状态之一:一些细胞向化学引诱剂移动,一些细胞远离化学引诱剂,另一些细胞处于一种中间的“翻滚”状态。重点放在翻滚细胞上,因为它们对干扰最敏感。基于先前的工作,在一段时间内追踪细胞的分形维数被用作稳定或不稳定趋化性的指标。结果表明,虽然噪声引起的某些参数的变化对细胞运动的影响很小,但其他参数对种群运动的影响很大。在后一种情况下,在足够强烈的噪声下,种群向化学引诱剂的化学引导运动可能在一定的时间间隔内变得混乱。值得注意的是,这种自发混沌的时间间隔从一个参数到另一个参数不同,彼此相邻,而不是重叠。因此,在任何时间点,都有可能由一个或多个参数引起混乱的不稳定,从而使整个种群不稳定。这些观察结果强调了分析噪声对细菌化学感觉动力学影响的重要性,b限制渗透细胞的噪声强度,c分形维数在辅助这种分析中的有用性。
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