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A multiscale model on hospital infections coupling macro and micro dynamics

机译:宏观和微观动力学耦合的医院感染多尺度模型

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A multiscale model of hospital infections coupling the micro model of the growth of bacteria and the macro model describing the transmission of the bacteria among patients and health care workers (HCWs) was established to investigate the effects of antibiotic treatment on the transmission of the bacteria among patients and HCWs. The model was formulated by viewing the transmission rate from infected patients to HCWs and the shedding rate of bacteria from infected patients to the environment as saturated functions of the within-host bacterial load. The equilibria and the basic reproduction number of the coupled system were studied, and the global dynamics of the disease free equilibrium and the endemic equilibrium were analyzed in detail by constructing two Lyapunov functions. Furthermore, effects of drug treatment in the within-host model on the basic reproduction number and the dynamics of the coupled model were studied by coupling a pharmacokinetics model with the within-host model. Sensitive analysis indicated that the growth rate of the bacteria, the maximum drug effect and the dosing interval are the three most sensitive parameters contributing to the basic reproduction number. Thus, adopting "wonder" drugs to decrease the growth rate of the bacteria or to increase the drug's effect is the most effective measure but changing the dosage regime is also effective. A quantitative criterion of how to choose the best dosage regimen can also be obtained from numerical results. (C) 2017 Elsevier B.V. All rights reserved.
机译:建立了医院感染的多尺度模型,结合细菌生长的微观模型和描述细菌在患者和医护人员之间传播的宏观模型,以研究抗生素治疗对细菌传播的影响。患者和医护人员。该模型是通过将感染患者到HCW的传播速率以及细菌从感染患者到环境的脱落速率作为宿主内部细菌负荷的饱和函数来制定的。研究了耦合系统的平衡和基本再生数,通过构造两个Lyapunov函数详细分析了无病平衡和地方平衡的全局动力学。此外,通过将药物动力学模型与宿主内部模型耦合,研究了宿主内部模型中药物处理对基本繁殖数量和耦合模型动力学的影响。敏感性分析表明,细菌的生长速度,最大的药物作用和给药间隔是影响基本繁殖数的三个最敏感的参数。因此,采用“神奇”的药物来降低细菌的生长速率或增加药物的作用是最有效的措施,但改变剂量方案也是有效的。还可以从数值结果中获得有关如何选择最佳剂量方案的定量标准。 (C)2017 Elsevier B.V.保留所有权利。

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