Moment Closure for a Birth-Death Model of Antimicrobial Heteroresistance

Q3 Engineering
Nerea Martínez-López , Carlos Vilas , Adrián Pedreira , Míriam R. García
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引用次数: 0

Abstract

Developing predictive Antimicrobial Resistance (AMR) models supporting optimal treatment design to combat ”superbugs” poses a significant challenge for mathematical biology. Birth-Death (BD) processes constitute an intuitive and flexible approach for modelling biological systems’ stochastic dynamics that is regaining attention due to the advances in computational techniques. This work presents a multivariate BD model of antimicrobial heteroresistance, a phenotype in which a bacterial isolate contains many subpopulations with heterogeneous antimicrobial responses. The model includes Lotka-Volterra competition between subpopulations, leading to an infinite coupled system of equations for the moment dynamics of the BD process. Then, a moment closure is proposed by assuming a log-normal distribution for a univariate BD process approximating the total population behaviour. The results are compared with stochastic simulations of the multivariate BD process during a typical time-kill assay.
抗菌药耐药性 "出生-死亡 "模型的时刻闭合
开发预测性抗菌药耐药性(AMR)模型,支持对抗 "超级细菌 "的最佳治疗设计,是数学生物学面临的一项重大挑战。生-死(BD)过程是模拟生物系统随机动态的一种直观而灵活的方法,由于计算技术的进步,这种方法正重新受到人们的关注。本研究提出了一种抗菌异质性的多变量 BD 模型,在这种表型中,细菌分离物包含许多具有异质性抗菌反应的亚群。该模型包括亚群之间的 Lotka-Volterra 竞争,从而产生了一个无限耦合的 BD 过程矩动力学方程组。然后,通过假设近似总种群行为的单变量 BD 过程的对数正态分布,提出了矩封闭方法。研究结果与典型的时间致死试验中多元 BD 过程的随机模拟结果进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IFAC-PapersOnLine
IFAC-PapersOnLine Engineering-Control and Systems Engineering
CiteScore
1.70
自引率
0.00%
发文量
1122
期刊介绍: All papers from IFAC meetings are published, in partnership with Elsevier, the IFAC Publisher, in theIFAC-PapersOnLine proceedings series hosted at the ScienceDirect web service. This series includes papers previously published in the IFAC website.The main features of the IFAC-PapersOnLine series are: -Online archive including papers from IFAC Symposia, Congresses, Conferences, and most Workshops. -All papers accepted at the meeting are published in PDF format - searchable and citable. -All papers published on the web site can be cited using the IFAC PapersOnLine ISSN and the individual paper DOI (Digital Object Identifier). The site is Open Access in nature - no charge is made to individuals for reading or downloading. Copyright of all papers belongs to IFAC and must be referenced if derivative journal papers are produced from the conference papers. All papers published in IFAC-PapersOnLine have undergone a peer review selection process according to the IFAC rules.
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