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Year-Long Metagenomic Study of River Microbiomes Across Land Use and Water Quality

机译:跨土地利用和水质的河流微生物群落的长期元基因组研究

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摘要

Select bacteria, such as Escherichia coli or coliforms, have been widely used as sentinels of low water quality; however, there are concerns regarding their predictive accuracy for the protection of human and environmental health. To develop improved monitoring systems, a greater understanding of bacterial community structure, function, and variability across time is required in the context of different pollution types, such as agricultural and urban contamination. Here, we present a year-long survey of free-living bacterial DNA collected from seven sites along rivers in three watersheds with varying land use in Southwestern Canada. This is the first study to examine the bacterial metagenome in flowing freshwater (lotic) environments over such a time span, providing an opportunity to describe bacterial community variability as a function of land use and environmental conditions. Characteristics of the metagenomic data, such as sequence composition and average genome size (AGS), vary with sampling site, environmental conditions, and water chemistry. For example, AGS was correlated with hours of daylight in the agricultural watershed and, across the agriculturally and urban-affected sites, k-mer composition clustering corresponded to nutrient concentrations. In addition to indicating a community shift, this change in AGS has implications in terms of the normalization strategies required, and considerations surrounding such strategies in general are discussed. When comparing abundances of gene functional groups between high- and low-quality water samples collected from an agricultural area, the latter had a higher abundance of nutrient metabolism and bacteriophage groups, possibly reflecting an increase in agricultural runoff. This work presents a valuable dataset representing a year of monthly sampling across watersheds and an analysis targeted at establishing a foundational understanding of how bacterial lotic communities vary across time and land use. The results provide important context for future studies, including further analyses of watershed ecosystem health, and the identification and development of biomarkers for improved water quality monitoring systems.
机译:某些细菌,例如大肠埃希氏菌或大肠菌,已被广泛用作低水质的前哨。但是,人们担心它们对保护人类和环境健康的预测准确性。为了开发改进的监视系统,需要在不同污染类型(例如农业和城市污染)的背景下,对细菌群落的结构,功能和随时间的变化有更多的了解。在这里,我们对加拿大西南部三个流域的河流中七个地点采集的自由活动细菌DNA进行了为期一年的调查,这些土地具有不同的土地用途。这是第一项研究在这样的时间跨度下在流动的淡水(许多地方)环境中的细菌基因组的研究,为描述细菌群落随土地利用和环境条件的变化提供了机会。宏基因组学数据的特征(例如序列组成和平均基因组大小(AGS))随采样位点,环境条件和水化学的变化而变化。例如,AGS与农业流域中的日照时间相关,并且在农业和城市受灾地区,k-mer组成聚类与养分含量相对应。除了指示社区转移之外,AGS的这种变化还对所需的标准化策略产生了影响,并且通常讨论了围绕此类策略的考虑因素。比较从农业地区收集的高质量和低质量水样之间基因功能基团的丰度时,后者的养分代谢和噬菌体类别的丰度更高,这可能反映了农业径流量的增加。这项工作提供了一个有价值的数据集,代表流域每月的一年采样,并进行了旨在建立对细菌性乳酸菌群落如何随时间和土地使用而变化的基础理解的分析。研究结果为今后的研究提供了重要的背景,包括对流域生态系统健康的进一步分析,以及识别和开发生物标记物以改善水质监测系统。

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