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Theoretical investigation of stochastic clearance of bacteria: first-passage analysis

机译:细菌随机清除率的理论研究:首过分析

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摘要

Understanding mechanisms of bacterial eradication is critically important for overcoming failures of antibiotic treatments. Current studies suggest that the clearance of large bacterial populations proceeds deterministically, while for smaller populations, the stochastic effects become more relevant. Here, we develop a theoretical approach to investigate the bacterial population dynamics under the effect of antibiotic drugs using a method of first-passage processes. It allows us to explicitly evaluate the most important characteristics of bacterial clearance dynamics such as extinction probabilities and extinction times. The new meaning of minimal inhibitory concentrations for stochastic clearance of bacterial populations is also discussed. In addition, we investigate the effect of fluctuations in population growth rates on the dynamics of bacterial eradication. It is found that extinction probabilities and extinction times generally do not correlate with each other when random fluctuations in the growth rates are taking place. Unexpectedly, for a significant range of parameters, the extinction times increase due to these fluctuations, indicating a slowing in the bacterial clearance dynamics. It is argued that this might be one of the initial steps in the pathway for the development of antibiotic resistance. Furthermore, it is suggested that extinction times is a convenient measure of bacterial tolerance.
机译:了解细菌根除的机制对于克服抗生素治疗失败至关重要。当前的研究表明,大细菌种群的清除具有确定性,而对于较小细菌种群,随机效应变得更加相关。在这里,我们开发了一种理论方法来研究使用首次通过过程的方法在抗生素药物作用下的细菌种群动态。它使我们能够明确评估细菌清除动力学的最重要特征,例如灭绝概率和灭绝时间。还讨论了最小抑制浓度对细菌种群随机清除的新含义。此外,我们调查了人口增长率波动对消灭细菌动力学的影响。已经发现,当生长速率发生随机波动时,灭绝概率和灭绝时间通常彼此不相关。出乎意料的是,对于很大范围的参数,消光时间由于这些波动而增加,表明细菌清除动力学的减慢。有人认为这可能是抗生素耐药性发展过程中的第一步。此外,建议灭绝时间是细菌耐受性的方便量度。

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