Department of Civil and Environmental Engineering, Colorado State University, 700 Meridian Avenue, Fort Collins, CO 80523, USA.
Department of Civil and Environmental Engineering, Colorado State University, 700 Meridian Avenue, Fort Collins, CO 80523, USA.
Water Res. 2022 Oct 15;225:119123. doi: 10.1016/j.watres.2022.119123. Epub 2022 Sep 14.
Roof runoff has the potential to serve as an important local water source in regions with growing populations and limited water supply. Given the scarcity of guidance regulating the use of roof runoff, a need exists to characterize the microbial quality of roof runoff. The objective of this 2-year research effort was to examine roof runoff microbial quality in four U.S. cities: Fort Collins, CO; Tucson, AZ; Baltimore, MD; and Miami, FL. Seven participants, i.e., homeowners and schools, were recruited in each city to collect roof runoff samples across 13 precipitation events. Sample collection was done as part of a citizen science approach. The presence and concentrations of indicator organisms and potentially human-infectious pathogens in roof runoff were determined using culture methods and digital droplet polymerase chain reaction (ddPCR), respectively. The analyzed pathogens included Salmonella spp., Campylobacter spp., Giardia duodenalis, and Cryptosporidium parvum. Several factors were evaluated to study their influence on the presence of potentially human-infectious pathogens including the physicochemical characteristics (total suspended solids, volatile suspended solids, total dissolved solids, chemical oxygen demand, and turbidity) of roof runoff, concentrations of indicator organisms, presence/absence of trees, storm properties (rainfall depth and antecedent dry period), percent of impervious cover surrounding each sampling location, seasonality, and geographical location. E. coli and enterococci were detected in 73.4% and 96.2% of the analyzed samples, respectively. Concentrations of both E. coli and enterococci ranged from <0 log to >3.38 log MPN/100 mL. Salmonella spp. invA, Campylobacter spp. ceuE, and G. duodenalis β - giardin gene targets were detected in 8.9%, 2.5%, and 5.1% of the analyzed samples, respectively. Campylobacter spp. mapA and C. parvum 18S rRNA gene targets were not detected in any of the analyzed samples. The detection of Salmonella spp. invA was influenced by the geographical location of the sampling site (Chi-square p-value < 0.001) as well as the number of antecedent dry days prior to a rain event (p-value = 0.002, negative correlation). The antecedent dry period was negatively correlated with the occurrence of Campylobacter spp. ceuE as well (p-value = 0.07). On the other hand, the presence of G. duodenalis β-giardin in roof runoff was positively correlated with rainfall depth (p-value = 0.05). While physicochemical parameters and impervious area were not found to be correlated with the presence/absence of potentially human-infectious pathogens, significant correlations were found between meteorological parameters and the presence/absence of potentially human-infectious pathogens. Additionally, a weak, yet significant positive correlation, was found only between the concentrations of E. coli and those of Giardia duodenalis β-giardin. This dataset represents the largest-scale study to date of enteric pathogens in U.S. roof runoff collections and will inform treatment targets for different non-potable end uses for roof runoff. However, the dataset is limited by the low percent detection of bacterial and protozoan pathogens, an issue that is likely to persist challenging the characterization of roof runoff microbial quality given sampling limitations related to the volume and number of samples.
屋顶径流有可能成为人口增长和水资源供应有限地区的重要本地水源。鉴于目前缺乏关于规范屋顶径流使用的指导,因此需要对屋顶径流的微生物质量进行描述。本为期两年的研究旨在检测美国四个城市(科罗拉多州柯林斯堡、亚利桑那州图森、马里兰州巴尔的摩和佛罗里达州迈阿密)的屋顶径流微生物质量。每个城市招募了 7 名参与者(房主和学校),在 13 次降水事件中采集屋顶径流样本。样本采集是作为公民科学方法的一部分进行的。使用培养方法和数字液滴聚合酶链反应(ddPCR)分别确定了指示生物和潜在人类感染性病原体在屋顶径流中的存在和浓度。分析的病原体包括沙门氏菌、弯曲菌、贾第鞭毛虫和微小隐孢子虫。评估了几个因素来研究它们对潜在人类感染性病原体存在的影响,包括屋顶径流的理化特性(总悬浮固体、挥发性悬浮固体、总溶解固体、化学需氧量和浊度)、指示生物的浓度、树木的存在/不存在、风暴特性(降雨量和前期干燥期)、每个采样点周围不透水面积的百分比、季节性和地理位置。在分析的样本中,分别检测到 73.4%和 96.2%的大肠杆菌和肠球菌。大肠杆菌和肠球菌的浓度范围为 <0 log 至 >3.38 log MPN/100 mL。在分析的样本中,分别检测到沙门氏菌 invA、弯曲菌 ceuE 和贾第鞭毛虫 β-微管蛋白基因靶标 8.9%、2.5%和 5.1%。在分析的样本中均未检测到弯曲菌 mapA 和微小隐孢子虫 18S rRNA 基因靶标。沙门氏菌 invA 的检测受到采样点地理位置(卡方检验 p 值 <0.001)以及雨事件前干燥天数的影响(p 值=0.002,负相关)。干燥前期与弯曲菌 ceuE 的出现呈负相关(p 值=0.07)。另一方面,屋顶径流中贾第鞭毛虫 β-微管蛋白的存在与降雨量呈正相关(p 值=0.05)。虽然理化参数和不透水面积与潜在人类感染性病原体的存在/不存在无关,但气象参数与潜在人类感染性病原体的存在/不存在之间存在显著相关性。此外,仅在大肠杆菌浓度与贾第鞭毛虫 β-微管蛋白浓度之间发现了微弱但显著的正相关关系。该数据集代表了迄今为止对美国屋顶径流收集物中肠道病原体进行的最大规模研究,将为不同非饮用水用途的屋顶径流处理目标提供信息。然而,该数据集受到细菌和原生动物病原体低检出率的限制,这一问题可能会持续存在,因为与样本数量和体积相关的采样限制,对屋顶径流微生物质量的描述仍然具有挑战性。