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纽约市流域奶牛场隐孢子虫感染的时空动态:基于粗风险和贝叶斯风险估计的聚类分析。

Temporal and spatial dynamics of Cryptosporidium parvum infection on dairy farms in the New York City Watershed: a cluster analysis based on crude and Bayesian risk estimates.

机构信息

Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA.

出版信息

Int J Health Geogr. 2010 Jun 17;9:31. doi: 10.1186/1476-072X-9-31.

DOI:10.1186/1476-072X-9-31
PMID:20565805
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2902428/
Abstract

BACKGROUND

Cryptosporidium parvum is one of the most important biological contaminants in drinking water that produces life threatening infection in people with compromised immune systems. Dairy calves are thought to be the primary source of C. parvum contamination in watersheds. Understanding the spatial and temporal variation in the risk of C. parvum infection in dairy cattle is essential for designing cost-effective watershed management strategies to protect drinking water sources. Crude and Bayesian seasonal risk estimates for Cryptosporidium in dairy calves were used to investigate the spatio-temporal dynamics of C. parvum infection on dairy farms in the New York City watershed.

RESULTS

Both global (Global Moran's I) and specific (SaTScan) cluster analysis methods revealed a significant (p < 0.05) elliptical spatial cluster in the winter with a relative risk of 5.8, but not in other seasons. There was a two-fold increase in the risk of C. parvum infection in all herds in the summer (p = 0.002), compared to the rest of the year. Bayesian estimates did not show significant spatial autocorrelation in any season.

CONCLUSIONS

Although we were not able to identify seasonal clusters using Bayesian approach, crude estimates highlighted both temporal and spatial clusters of C. parvum infection in dairy herds in a major watershed. We recommend that further studies focus on the factors that may lead to the presence of C. parvum clusters within the watershed, so that monitoring and prevention practices such as stream monitoring, riparian buffers, fencing and manure management can be prioritized and improved, to protect drinking water supplies and public health.

摘要

背景

微小隐孢子虫是饮用水中最重要的生物污染物之一,会对免疫系统受损的人群产生危及生命的感染。奶牛犊牛被认为是流域中微小隐孢子虫污染的主要来源。了解奶牛感染微小隐孢子虫的风险的时空变化对于设计具有成本效益的流域管理策略以保护饮用水源至关重要。粗估计和贝叶斯季节性风险估计用于调查纽约市流域奶牛场中微小隐孢子虫的时空动态。

结果

全局(全局 Moran's I)和特定(SaTScan)聚类分析方法均显示冬季存在显著(p < 0.05)的椭圆形空间聚类,相对风险为 5.8,但在其他季节则不然。与一年中的其他时间相比,夏季所有牛群感染微小隐孢子虫的风险增加了一倍(p = 0.002)。贝叶斯估计在任何季节均未显示出明显的空间自相关。

结论

尽管我们无法使用贝叶斯方法识别季节性聚类,但粗略估计突出了主要流域中奶牛群中微小隐孢子虫感染的时间和空间聚类。我们建议进一步研究可能导致流域内存在微小隐孢子虫聚类的因素,以便可以优先和改进溪流监测、河岸缓冲区、围栏和粪便管理等监测和预防措施,以保护饮用水供应和公共健康。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c6/2902428/d0d3873d317f/1476-072X-9-31-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c6/2902428/76cd5520ddd2/1476-072X-9-31-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c6/2902428/d0d3873d317f/1476-072X-9-31-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c6/2902428/76cd5520ddd2/1476-072X-9-31-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c6/2902428/d0d3873d317f/1476-072X-9-31-2.jpg

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