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Social structure defines spatial transmission of African swine fever in wild boar

机译:社会结构在野猪中定义了非洲猪瘟的空间传播

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The spatial spread of infectious disease is determined by spatial and social processes such as animal space use and family group structure. Yet, the impacts of social processes on spatial spread remain poorly understood and estimates of spatial transmission kernels (STKs) often exclude social structure. Understanding the impacts of social structure on STKs is important for obtaining robust inferences for policy decisions and optimizing response plans. We fit spatially explicit transmission models with different assumptions about contact structure to African swine fever virus surveillance data from eastern Poland from 2014 to 2015 and evaluated how social structure affected inference of STKs and spatial spread. The model with social structure provided better inference of spatial spread, predicted that approximately 80% of transmission events occurred within family groups, and that transmission was weakly female-biased (other models predicted weakly male-biased transmission). In all models, most transmission events were within 1.5 km, with some rare events at longer distances. Effective reproductive numbers were between 1.1 and 2.5 (maximum values between 4 and 8). Social structure can modify spatial transmission dynamics. Accounting for this additional contact heterogeneity in spatial transmission models could provide more robust inferences of STKs for policy decisions, identify best control targets and improve transparency in model uncertainty.
机译:传染病的空间传播取决于空间和社会过程,如动物空间利用和家庭群体结构。然而,人们对社会过程对空间传播的影响仍知之甚少,对空间传播核(STK)的估计往往排除了社会结构。了解社会结构对STK的影响对于获得政策决策的有力推论和优化应对计划非常重要。我们对2014年至2015年波兰东部非洲猪瘟病毒监测数据进行了空间显式传播模型拟合,并评估了社会结构如何影响STK推断和空间传播。具有社会结构的模型对空间传播提供了更好的推断,预测大约80%的传播事件发生在家庭群体内,传播是弱女性偏见的(其他模型预测弱男性偏见的传播)。在所有车型中,大多数传输事件发生在1.5公里以内,一些罕见事件发生在更远的距离。有效繁殖数在1.1到2.5之间(最大值在4到8之间)。社会结构可以改变空间传播动力学。在空间传输模型中考虑这种额外的接触异质性,可以为政策决策提供更可靠的STK推断,确定最佳控制目标,并提高模型不确定性的透明度。

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