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首页> 外文期刊>Journal of Theoretical Biology >A network-based approach for resistance transmission in bacterial populations.
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A network-based approach for resistance transmission in bacterial populations.

机译:基于网络的方法在细菌种群中传播抗药性。

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Horizontal transfer of mobile genetic elements (conjugation) is an important mechanism whereby resistance is spread through bacterial populations. The aim of our work is to develop a mathematical model that quantitatively describes this process, and to use this model to optimize antimicrobial dosage regimens to minimize resistance development. The bacterial population is conceptualized as a compartmental mathematical model to describe changes in susceptible, resistant, and transconjugant bacteria over time. This model is combined with a compartmental pharmacokinetic model to explore the effect of different plasma drug concentration profiles. An agent-based simulation tool is used to account for resistance transfer occurring when two bacteria are adjacent or in close proximity. In addition, a non-linear programming optimal control problem is introduced to minimize bacterial populations as well as the drug dose. Simulation and optimization results suggest that the rapid death of susceptible individuals in the population is pivotal in minimizing the number of transconjugants in a population. This supports the use of potent antimicrobials that rapidly kill susceptible individuals and development of dosage regimens that maintain effective antimicrobial drug concentrations for as long as needed to kill off the susceptible population. Suggestions are made for experiments to test the hypotheses generated by these simulations.
机译:可移动遗传元件的水平转移(结合)是一种重要的机制,通过这种机制,耐药菌可以通过细菌种群传播。我们工作的目的是开发一种数学模型来定量描述该过程,并使用该模型优化抗菌剂量方案以最大程度地降低耐药性。细菌种群被概念化为一个隔间数学模型,用来描述易感,抗性和转导结合细菌随时间的变化。该模型与隔室药代动力学模型相结合,以探索不同血浆药物浓度曲线的影响。基于代理的模拟工具用于说明当两种细菌相邻或非常接近时发生的阻力转移。另外,引入了非线性编程的最佳控制问题,以最小化细菌种群以及药物剂量。模拟和优化结果表明,种群中易感个体的快速死亡对于减少种群中转导结合体的数量至关重要。这支持使用可快速杀死易感人群的有效抗菌剂,并开发出维持有效抗微生物药物浓度只要杀死致敏人群所需的剂量方案。建议进行实验以测试这些模拟生成的假设。

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