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A Data-Driven Mathematical Model of CA-MRSA Transmission among Age Groups: Evaluating the Effect of Control Interventions

机译:CA-MRSA在年龄组之间传播的数据驱动数学模型:评估控制干预的效果

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摘要

Community associated methicillin-resistant Staphylococcus aureus (CA-MRSA) has become a major cause of skin and soft tissue infections (SSTIs) in the US. We developed an age-structured compartmental model to study the spread of CA-MRSA at the population level and assess the effect of control intervention strategies. We used Monte-Carlo Markov Chain (MCMC) techniques to parameterize our model using monthly time series data on SSTIs incidence in children (≤19 years) during January 2004 -December 2006 in Maricopa County, Arizona. Our model-based forecast for the period January 2007–December 2008 also provided a good fit to data. We also carried out an uncertainty and sensitivity analysis on the control reproduction number, which we estimated at 1.3 (95% CI [1.2,1.4]) based on the model fit to data. Using our calibrated model, we evaluated the effect of typical intervention strategies namely reducing the contact rate of infected individuals owing to awareness of infection and decolonization strategies targeting symptomatic infected individuals on both and the long-term disease dynamics. We also evaluated the impact of hypothetical decolonization strategies targeting asymptomatic colonized individuals. We found that strategies focused on infected individuals were not capable of achieving disease control when implemented alone or in combination. In contrast, our results suggest that decolonization strategies targeting the pediatric population colonized with CA-MRSA have the potential of achieving disease elimination.
机译:社区相关的耐甲氧西林金黄色葡萄球菌(CA-MRSA)已成为美国皮肤和软组织感染(SSTI)的主要原因。我们开发了一种年龄结构的区隔模型,以研究CA-MRSA在人群水平上的传播并评估控制干预策略的效果。我们使用蒙特卡洛马尔可夫链(MCMC)技术使用2004年1月至2006年12月在亚利桑那州马里科帕县的儿童(≤19岁)SSTI发生率的每月时间序列数据对模型进行参数化。我们对2007年1月至2008年12月的基于模型的预测也非常适合数据。我们还对控制繁殖数进行了不确定性和敏感性分析,根据与数据拟合的模型,我们估计其为1.3(95%CI [1.2,1.4])。使用我们的校准模型,我们评估了典型干预策略的效果,即由于对感染的了解而降低了感染者的接触率,以及针对有症状的感染者和长期疾病动态的非殖民化策略。我们还评估了针对无症状定植个体的非殖民化策略的影响。我们发现,以感染者为对象的策略单独或组合使用时无法实现疾病控制。相反,我们的结果表明,针对定居于CA-MRSA的儿科人群的非殖民化策略具有消除疾病的潜力。

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