Kiss Istvan Z, Green Darren M, Kao Rowland R
Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK.
J R Soc Interface. 2006 Oct 22;3(10):669-77. doi: 10.1098/rsif.2006.0129.
During the 2001 foot and mouth disease epidemic in the UK, initial dissemination of the disease to widespread geographical regions was attributed to livestock movement, especially of sheep. In response, recording schemes to provide accurate data describing the movement of large livestock in Great Britain (GB) were introduced. Using these data, we reconstruct directed contact networks within the sheep industry and identify key epidemiological properties of these networks. There is clear seasonality in sheep movements, with a peak of intense activity in August and September and an associated high risk of a large epidemic. The high correlation between the in and out degree of nodes favours disease transmission. However, the contact networks were largely dissasortative: highly connected nodes mostly connect to nodes with few contacts, effectively slowing the spread of disease. This is a result of bipartite-like network properties, with most links occurring between highly active markets and less active farms. When comparing sheep movement networks (SMNs) to randomly generated networks with the same number of nodes and node degrees, despite structural differences (such as disassortativity and higher frequency of even path lengths in the SMNs), the characteristic path lengths within the SMNs are close to values computed from the corresponding random networks, showing that SMNs have 'small-world'-like properties. Using the network properties, we show that targeted biosecurity or surveillance at highly connected nodes would be highly effective in preventing a large and widespread epidemic.
在2001年英国口蹄疫疫情期间,该病最初在广泛地理区域的传播被归因于牲畜移动,尤其是绵羊的移动。作为应对措施,引入了记录计划以提供描述英国大型牲畜移动的准确数据。利用这些数据,我们重建了绵羊产业内的有向接触网络,并确定了这些网络的关键流行病学特征。绵羊移动存在明显的季节性,8月和9月活动最为频繁,同时大规模疫情爆发的风险也相应较高。节点的入度和出度之间的高度相关性有利于疾病传播。然而,接触网络在很大程度上是异配的:高度连接的节点大多与接触较少的节点相连,这有效地减缓了疾病的传播。这是类似二分网络特性的结果,大多数连接发生在高度活跃的市场和不太活跃的农场之间。当将绵羊移动网络(SMN)与具有相同节点数量和节点度的随机生成网络进行比较时,尽管存在结构差异(如异配性以及SMN中偶数路径长度的频率更高),但SMN内的特征路径长度接近从相应随机网络计算得出的值,这表明SMN具有类似“小世界”的特性。利用网络特性,我们表明在高度连接的节点进行有针对性的生物安全措施或监测在预防大规模广泛传播的疫情方面将非常有效。