Knight Martin A, White Piran C L, Hutchings Michael R, Davidson Ross S, Marion Glenn
Department of Environment and Geography, University of York, Wentworth Way, York YO10 5NG, UK.
Biomathematics and Statistics Scotland, James Clerk Maxwell Building, Edinburgh EH9 3FD, UK.
R Soc Open Sci. 2021 Mar 3;8(3):201715. doi: 10.1098/rsos.201715.
We develop and apply analytically tractable generative models of livestock movements at national scale. These go beyond current models through mechanistic modelling of heterogeneous trade partnership network dynamics and the trade events that occur on them. Linking resulting animal movements to disease transmission between farms yields analytical expressions for the basic reproduction number . We show how these novel modelling tools enable systems approaches to disease control, using to explore impacts of changes in trading practices on between-farm prevalence levels. Using the Scottish cattle trade network as a case study, we show our approach captures critical complexities of real-world trade networks at the national scale for a broad range of endemic diseases. Changes in trading patterns that minimize disruption to business by maintaining in-flow of animals for each individual farm reduce , with the largest reductions for diseases that are most challenging to eradicate. Incentivizing high-risk farms to adopt such changes exploits 'scale-free' properties of the system and is likely to be particularly effective in reducing national livestock disease burden and incursion risk. Encouragingly, gains made by such targeted modification of trade practices scale much more favourably than comparably targeted improvements to more commonly adopted farm-level biosecurity.
我们开发并应用了在国家层面上易于进行分析处理的牲畜移动生成模型。这些模型超越了当前的模型,通过对异质贸易伙伴网络动态以及发生在这些网络上的贸易事件进行机制建模。将由此产生的动物移动与农场间的疾病传播联系起来,得出了基本再生数的解析表达式。我们展示了这些新颖的建模工具如何实现疾病控制的系统方法,利用该方法探索贸易做法的变化对农场间流行水平的影响。以苏格兰牛贸易网络为例,我们表明我们的方法在国家层面上捕捉了广泛的地方病在现实世界贸易网络中的关键复杂性。通过维持每个农场的动物流入量来尽量减少对业务干扰的贸易模式变化会降低基本再生数,对于最难根除的疾病,降低幅度最大。激励高风险农场采用此类变化利用了系统的“无标度”特性,并且可能在减轻国家牲畜疾病负担和入侵风险方面特别有效。令人鼓舞的是,通过这种有针对性地修改贸易做法所取得的成效,比在更普遍采用的农场层面生物安全方面进行同等针对性的改进,效果要好得多。