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用于模拟持久性的计算方法。

Computational Methods to Model Persistence.

作者信息

Vandervelde Alexandra, Loris Remy, Danckaert Jan, Gelens Lendert

机构信息

Structural Biology Research Center, VIB, Brussels, Belgium.

Department of Biotechnology (DBIT), Structural Biology Brussels, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussel, Belgium.

出版信息

Methods Mol Biol. 2016;1333:207-40. doi: 10.1007/978-1-4939-2854-5_17.

Abstract

Bacterial persister cells are dormant cells, tolerant to multiple antibiotics, that are involved in several chronic infections. Toxin-antitoxin modules play a significant role in the generation of such persister cells. Toxin-antitoxin modules are small genetic elements, omnipresent in the genomes of bacteria, which code for an intracellular toxin and its neutralizing antitoxin. In the past decade, mathematical modeling has become an important tool to study the regulation of toxin-antitoxin modules and their relation to the emergence of persister cells. Here, we provide an overview of several numerical methods to simulate toxin-antitoxin modules. We cover both deterministic modeling using ordinary differential equations and stochastic modeling using stochastic differential equations and the Gillespie method. Several characteristics of toxin-antitoxin modules such as protein production and degradation, negative autoregulation through DNA binding, toxin-antitoxin complex formation and conditional cooperativity are gradually integrated in these models. Finally, by including growth rate modulation, we link toxin-antitoxin module expression to the generation of persister cells.

摘要

细菌持留菌细胞是休眠细胞,对多种抗生素具有耐受性,与多种慢性感染有关。毒素-抗毒素模块在这类持留菌细胞的产生中起着重要作用。毒素-抗毒素模块是小型遗传元件,普遍存在于细菌基因组中,编码一种细胞内毒素及其中和抗毒素。在过去十年中,数学建模已成为研究毒素-抗毒素模块调控及其与持留菌细胞出现之间关系的重要工具。在此,我们概述几种用于模拟毒素-抗毒素模块的数值方法。我们既涵盖使用常微分方程的确定性建模,也涵盖使用随机微分方程和 Gillespie 方法的随机建模。毒素-抗毒素模块的几个特征,如蛋白质产生和降解、通过 DNA 结合的负自调控、毒素-抗毒素复合物形成以及条件协同性,逐渐被纳入这些模型。最后,通过纳入生长速率调节,我们将毒素-抗毒素模块表达与持留菌细胞的产生联系起来。

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