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Modelling pathogen spread in a healthcare network: Indirect patient movements

机译:建模病原体在医疗保健网络中传播:间接患者运动

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Inter-hospital patient transfers (direct transfers) between healthcare facilities have been shown to contribute to the spread of pathogens in a healthcare network. However, the impact of indirect transfers (patients re-admitted from the community to the same or different hospital) is not well studied. This work aims to study the contribution of indirect transfers to the spread of pathogens in a healthcare network. To address this aim, a hybrid network– deterministic model to simulate the spread of multiresistant pathogens in a healthcare system was developed for the region of Lower Saxony (Germany). The model accounts for both, direct and indirect transfers of patients. Intra-hospital pathogen transmission is governed by a SIS model expressed by a system of ordinary differential equations. Our results show that the proposed model reproduces the basic properties of healthcare-associated pathogen spread. They also show the importance of indirect transfers: restricting the pathogen spread to direct transfers only leads to 4.2% system wide prevalence. However, adding indirect transfers leads to an increase in the overall prevalence by a factor of 4 (18%). In addition, we demonstrated that the final prevalence in the individual healthcare facilities depends on average length of stay in a way described by a non-linear concave function. Moreover, we demonstrate that the network parameters of the model may be derived from administrative admission/discharge records. In particular, they are sufficient to obtain interhospital transfer probabilities, and to express the patients’ transfers as a Markov process. Using the proposed model, we show that indirect transfers of patients are equally or even more important as direct transfers for the spread of pathogens in a healthcare network.
机译:医院间患者转移(直接转移)已被证明为医疗保健网络中病原体的传播有助于促进病原体。然而,间接转移的影响(从社区重新录取到同一医院的患者)并未得到很好的研究。这项工作旨在研究间接转移到医疗网络中病原体传播的贡献。为了解决这一目标,为模拟医疗保健系统中的多敏感病原体传播的混合网络确定性模型是为下萨克森(德国)的区域开发的。该模型占患者的直接和间接转移。医院内的病原体传递由由常微分方程系统表示的SIS模型来控制。我们的研究结果表明,该拟议模型可再现医疗保健相关病原体的基本性质。它们还表明间接转移的重要性:限制传播到直接转移的病原体仅导致4.2%的系统宽流行率。然而,添加间接转移导致总流行率的增加4(18%)。此外,我们证明,各个医疗机构中的最终流行率取决于非线性凹函数描述的方式的平均寿命长度。此外,我们证明模型的网络参数可以源自管理准入/放电记录。特别是,它们足以获得互康转移概率,并表达患者作为马尔可夫过程的转移。使用拟议的模型,我们表明间接转移患者同样或更重要的是在医疗保健网络中的病原体传播的直接转移。

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