Multiscale modeling approach to assess the impact of antibiotic treatment for COVID-19 on MRSA transmission and alternative immunotherapy treatment options

IF 0.4 Q4 MATHEMATICS, APPLIED Mathematics in applied sciences and engineering Pub Date : 2023-12-16 DOI:10.5206/mase/16685
Taye Faniran, M. O. Adewole, Catherine Chirouze, Antoine Perasso, Raluca Eftimie
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Abstract

Methicillin-Resistant Staphylococcus Aureus (MRSA) infection can occur alongside or following COVID-19, which is a concern in healthcare settings. The effectiveness of antiviral treatments for COVID-19 depends on a functioning immune response, but antibiotics used for bacterial infections like MRSA can disrupt the immune response and reduce the effectiveness of antiviral treatments. The emergence of MRSA due to excessive antibiotic usage has led to the widespread use of vancomycin as an alternative treatment. Immunomodulatory antibiotics like azithromycin may also be considered. To study the dynamics of these coinfections, a multiscale model was developed. Parameter estimation and sensitivity analysis were performed, revealing influential parameters affecting the reproduction number. Numerical simulations showed that methicillin may increase the population of co-infected cells, while azithromycin can improve the host immune response but has limited impact on MRSA proliferation. Increased efficacy of vancomycin can lead to MRSA eradication. Combination of immunomodulatory antibiotics and vancomycin has minimal effect on co-infected cell population, but increased vancomycin efficacy can reduce coinfection severity. This study emphasizes the importance of continuous research, surveillance, and the development of effective strategies to combat the complexities of COVID-19 and MRSA coinfection.
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采用多尺度建模方法评估 COVID-19 抗生素治疗对 MRSA 传播的影响以及替代免疫疗法的治疗方案
耐甲氧西林金黄色葡萄球菌(MRSA)感染可能与 COVID-19 同时发生或在 COVID-19 之后发生,这在医疗机构中是一个令人担忧的问题。COVID-19 的抗病毒治疗效果取决于正常的免疫反应,但用于治疗 MRSA 等细菌感染的抗生素会破坏免疫反应,降低抗病毒治疗的效果。过度使用抗生素导致 MRSA 的出现,从而导致万古霉素作为替代治疗药物的广泛使用。阿奇霉素等免疫调节抗生素也可考虑使用。为了研究这些合并感染的动态变化,我们建立了一个多尺度模型。进行了参数估计和敏感性分析,揭示了影响繁殖数量的重要参数。数值模拟显示,甲氧西林可增加共感染细胞的数量,而阿奇霉素可改善宿主的免疫反应,但对 MRSA 的增殖影响有限。提高万古霉素的疗效可以根除 MRSA。免疫调节抗生素与万古霉素联合使用对合并感染细胞群的影响微乎其微,但万古霉素疗效的提高可降低合并感染的严重程度。这项研究强调了持续研究、监测和制定有效策略以应对 COVID-19 和 MRSA 合并感染的复杂性的重要性。
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CiteScore
1.40
自引率
0.00%
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0
审稿时长
21 weeks
期刊最新文献
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