Clark Nicholas J, Drovetski Sergei V, Voelker Gary
UQ Spatial Epidemiology Laboratory, School of Veterinary Science, The University of Queensland, Gatton, Queensland, Australia.
US Geological Survey, Patuxent Wildlife Research Center, Beltsville, MD, USA.
Mol Ecol. 2020 Aug;29(16):3131-3143. doi: 10.1111/mec.15545. Epub 2020 Aug 14.
Identifying robust environmental predictors of infection probability is central to forecasting and mitigating the ongoing impacts of climate change on vector-borne disease threats. We applied phylogenetic hierarchical models to a data set of 2,171 Western Palearctic individual birds from 47 species to determine how climate and landscape variation influence infection probability for three genera of haemosporidian blood parasites (Haemoproteus, Leucocytozoon, and Plasmodium). Our comparative models found compelling evidence that birds in areas with higher vegetation density (captured by the normalized difference vegetation index [NDVI]) had higher likelihoods of carrying parasite infection. Magnitudes of this relationship were remarkably similar across parasite genera considering that these parasites use different arthropod vectors and are widely presumed to be epidemiologically distinct. However, we also uncovered key differences among genera that highlighted complexities in their climate responses. In particular, prevalences of Haemoproteus and Plasmodium showed strong but contrasting relationships with winter temperatures, supporting mounting evidence that winter warming is a key environmental filter impacting the dynamics of host-parasite interactions. Parasite phylogenetic community diversities demonstrated a clear but contrasting latitudinal gradient, with Haemoproteus diversity increasing towards the equator and Leucocytozoon diversity increasing towards the poles. Haemoproteus diversity also increased in regions with higher vegetation density, supporting our evidence that summer vegetation density is important for structuring the distributions of these parasites. Ongoing variation in winter temperatures and vegetation characteristics will probably have far-reaching consequences for the transmission and spread of vector-borne diseases.
识别感染概率的稳健环境预测因子对于预测和减轻气候变化对媒介传播疾病威胁的持续影响至关重要。我们将系统发育层次模型应用于来自47个物种的2171只西古北区个体鸟类的数据集,以确定气候和景观变化如何影响血孢子虫属三种血液寄生虫(血变原虫属、白细胞虫属和疟原虫属)的感染概率。我们的比较模型发现了令人信服的证据,即植被密度较高地区(由归一化植被指数[NDVI]捕获)的鸟类携带寄生虫感染的可能性更高。考虑到这些寄生虫使用不同的节肢动物媒介,并且普遍被认为在流行病学上不同,这种关系的强度在不同寄生虫属之间非常相似。然而,我们也发现了不同属之间的关键差异,突出了它们气候响应的复杂性。特别是,血变原虫属和疟原虫属的流行率与冬季温度呈现出强烈但相反的关系,这支持了越来越多的证据,即冬季变暖是影响宿主 - 寄生虫相互作用动态的关键环境过滤器。寄生虫系统发育群落多样性呈现出明显但相反的纬度梯度,血变原虫属的多样性向赤道增加,白细胞虫属的多样性向两极增加。血变原虫属的多样性在植被密度较高的地区也有所增加,这支持了我们的证据,即夏季植被密度对于构建这些寄生虫的分布很重要。冬季温度和植被特征的持续变化可能会对媒介传播疾病的传播和扩散产生深远影响。