Bren School of Environmental Science & Management, University of California, Santa Barbara, USA.
Geosyntec Consultants, Santa Barbara, CA 93101, USA.
Water Res. 2022 Aug 1;221:118781. doi: 10.1016/j.watres.2022.118781. Epub 2022 Jun 19.
Fecal sources to recreational surf zone waters should be identified to protect public health. While watershed origins of human and other fecal sources are often discoverable by quantitative polymerase chain reaction (qPCR) of fecal markers using spatially stratified samples, similarly assessing wastewater treatment plant (WWTP) outfall and other offshore contributions to surf zones is challenged by individual marker fate and transport. Here, bacterial communities were assessed for relatedness between all hypothesized fecal sources and surf zone waters for two urban California recreational beaches, by sequencing genes encoding 16S rRNA and analyzing data using SourceTracker and FEAST. Ambient marine bacterial communities dominated the surf zone, while fecal (human, dog, or gull) or wastewater (sewage or treated WWTP effluent) bacterial communities were present at low proportions and those from recycled water were absent. Based on the relative abundances of bacterial genera specifically associated with human feces, the abundances of HF183 in bacterial community sequences, and FEAST and SourceTracker results when benchmarked to HF183, the major sources of HF183 to surf zone waters were human feces and treated WWTP effluent. While surf zone sequence proportions from human sources (feces, sewage and treated WWTP effluent) appeared uncorrelated to previously obtained qPCR HF183 results, the proportions of human fecal and potential human pathogen sequences in surf zone waters were elevated when there were more swimmers (i.e. during weekday afternoons, holidays and busy weekends, and race events), thus confirming previously-published qPCR-based conclusions that bather shedding contributed low levels of human fecal contamination. Here, bacterial community sequencing also showed evidence that treated WWTP effluent from an offshore outfall was entering the surf zone, thereby resolving a prior uncertainty. Thus, bacterial community sequencing not only confirms qPCR HF183-based human marker detections, but further allows for confirming fecal sources for which individual marker quantification results can be equivocal.
为了保护公众健康,应确定娱乐性冲浪区水域的粪便来源。虽然通过使用空间分层样本定量聚合酶链反应(qPCR)对粪便标记物进行分析,可以发现人类和其他粪便来源的流域起源,但评估污水处理厂(WWTP)出水口和其他近海对冲浪区的贡献则受到单个标记物命运和传输的影响。在这里,通过对两个加利福尼亚城市娱乐海滩的所有假定粪便来源和冲浪区水之间的细菌群落进行相关评估,对 16S rRNA 进行测序,并使用 SourceTracker 和 FEAST 分析数据。环境海洋细菌群落主导了冲浪区,而粪便(人类、狗或海鸥)或废水(污水或处理后的 WWTP 废水)细菌群落的比例较低,而再生水的细菌群落则不存在。根据与人类粪便特异性相关的细菌属的相对丰度、HF183 在细菌群落序列中的丰度以及与 HF183 进行基准测试的 FEAST 和 SourceTracker 结果,HF183 进入冲浪区水域的主要来源是人类粪便和处理后的 WWTP 废水。虽然人类来源(粪便、污水和处理后的 WWTP 废水)在冲浪区序列中的比例似乎与之前获得的 qPCR HF183 结果无关,但当游泳者更多时(即在工作日下午、节假日和繁忙周末以及比赛期间),冲浪区水中人类粪便和潜在人类病原体序列的比例升高,从而证实了之前基于 qPCR 的结论,即游泳者脱落会导致低水平的人类粪便污染。在这里,细菌群落测序还表明,来自近海出水口的处理后的 WWTP 废水正在进入冲浪区,从而解决了先前的不确定性。因此,细菌群落测序不仅证实了基于 qPCR HF183 的人类标记物检测,而且还可以进一步确认粪便来源,对于这些来源,单个标记物定量结果可能存在歧义。