School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada.
Research Group on Epidemiology of Zoonoses and Public Health (GREZOSP), Faculty of Veterinary Medicine, Université de Montréal, Saint-Hyacinthe, QC, Canada.
Ecohealth. 2023 Sep;20(3):249-262. doi: 10.1007/s10393-023-01653-8. Epub 2023 Nov 20.
West Nile virus (WNV) is a mosquito-borne pathogen associated with uncommon but severe neurological complications in humans, especially among the elderly and immune-compromised. In Northeastern North America, the Culex pipiens/restuans complex and Aedes vexans are the two principal vector mosquito species/species groups of WNV. Using a 10-year surveillance dataset of WNV vector captures at 118 sites across an area of 40,000 km in Eastern Ontario, Canada, the ecological niches of Cx. pipiens/restuans and Aedes vexans were modeled by random forest analysis. Spatiotemporal clusters of WNV-positive mosquito pools were identified using Kulldorf's spatial scan statistic. The study region encompasses land cover types and climate representative of highly populated Southeastern Canada. We found highest vector habitat suitability in the eastern half of the study area, where temperatures are generally warmer (variable importance > 0.40) and residential and agricultural cropland cover is more prominent (variable importance > 0.25). We found spatiotemporal clusters of high WNV infection rates around the city of Ottawa in both mosquito vector species. These results support the previous literature in the same region and elsewhere suggesting areas surrounding highly populated areas are also high-risk areas for vector-borne zoonoses such as the WNV.
西尼罗河病毒(WNV)是一种通过蚊子传播的病原体,会引起人类罕见但严重的神经系统并发症,尤其是在老年人和免疫功能低下者中。在北美东北部,库蚊/白线斑蚊复合种和美洲家蚊是WNV 的两个主要媒介蚊子物种/物种群。利用加拿大安大略省东部一个面积为 40,000 平方公里的 118 个地点的 10 年 WNV 媒介捕获监测数据集,通过随机森林分析对库蚊/白线斑蚊复合种和美洲家蚊的生态位进行建模。使用 Kulldorf 的空间扫描统计识别WNV 阳性蚊群的时空聚类。研究区域包括具有代表性的高度人口密集的加拿大东南部的土地覆盖类型和气候。我们发现,在研究区域的东部,温度普遍较高(变量重要性>0.40),住宅和农业耕地覆盖更为突出(变量重要性>0.25),媒介栖息地的适宜性最高。我们在渥太华市周围的两种蚊子媒介物种中发现了WNV 高感染率的时空聚类。这些结果支持了同一地区和其他地区的先前文献,表明人口稠密地区周围也是西尼罗河病毒等媒介传播的人畜共患病的高风险地区。