septic systems

化粪池系统
  • 文章类型: Journal Article
    北卡罗来纳州东部通常使用现场废水处理系统(OWTS)和私人水井,美国。私人水井的水不需要在初始启动后进行测试,因此,如果使用这些水井的人的水被包括细菌在内的废物相关污染物污染,他们可能会经历负面的健康结果,硝酸盐或合成化学品,如六氟丙基氧化物二聚酸及其铵盐(GenX)。收集了18个有OWTS和地下水井的地点的水样,用于硝酸盐,大肠杆菌(E.大肠杆菌),总大肠菌群,和GenX浓度分析。结果显示,18个供水中没有一个大肠杆菌阳性,硝酸盐浓度均低于10mgL-1的最大污染物水平,其中一个井有1MPN100mL-1的总大肠杆菌。然而,在从所有18个化粪池收集的废水中检测到GenX,并且22%的测试供水浓度超过了GenX的健康咨询水平。低浓度的传统污染物(硝酸盐,大肠杆菌)由于诸如GenX之类的新兴污染物的浓度升高,仍然可能构成健康风险,因此建议对这种和类似的持久性化合物进行更全面和常规的水测试。
    Onsite wastewater treatment systems (OWTSs) and private wells are commonly used in Eastern North Carolina, USA. Water from private wells is not required to be tested after the initial startup, and thus persons using these wells may experience negative health outcomes if their water is contaminated with waste-related pollutants including bacteria, nitrate or synthetic chemicals such as hexafluoropropylne oxide dimer acid and its ammonium salt (GenX). Water samples from 18 sites with OWTSs and groundwater wells were collected for nitrate, Escherichia coli (E. coli), total coliform, and GenX concentration analyses. Results showed that none of the 18 water supplies were positive for E. coli, nitrate concentrations were all below the maximum contaminant level of 10 mg L-1, and one well had 1 MPN 100 mL-1 of total coliform. However, GenX was detected in wastewater collected from all 18 septic tanks and 22% of the water supplies tested had concentrations that exceeded the health advisory levels for GenX. Water supplies with low concentrations of traditionally tested for pollutants (nitrate, E. coli) may still pose health risks due to elevated concentrations of emerging contaminants like GenX and thus more comprehensive and routine water testing is suggested for this and similar persistent compounds.
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  • 文章类型: Journal Article
    在佛罗里达州的印度河泻湖(IRL),人为富营养化导致了有害的藻华和灾难性的海草损失。希望改善水质,政策制定者颁布了化肥禁令,假设这将减少氮(N)负荷。为了评估这些禁令的有效性,在“前”和“后”禁令的20个地点收集了海水和大型藻类样品,并进行了分析,以确定溶解的养分浓度和稳定的氮同位素值(δ15N)。禁令后观察到更高浓度的铵和硝酸盐,巨藻δ15N值增加。褐潮(Aureoumbralagunensis)水华之间的养分浓度和δ15N的比较表明,禁令后的水华比禁令前的水华更强烈地富含N,具有更高的δ15N值,已经耗尽了化肥范围内的价值。这些数据表明人类排泄物在IRL中的主要作用,这表明目前的管理措施不足以减轻富营养化。
    In Florida\'s Indian River Lagoon (IRL), anthropogenic eutrophication has resulted in harmful algal blooms and catastrophic seagrass losses. Hoping to improve water quality, policy makers enacted fertilizer bans, assuming that this would reduce the nitrogen (N) load. To assess the effectiveness of these bans, seawater and macroalgal samples were collected at 20 sites \"pre\" and ~ five-years \"post\" bans and analyzed to determine concentrations of dissolved nutrients and stable nitrogen isotope values (δ15N). Higher concentrations of ammonium and nitrate were observed post-ban and macroalgal δ15N values increased. A comparison of nutrient concentrations and δ15N between brown tide (Aureoumbra lagunensis) blooms indicated that the post-ban bloom was more strongly N-enriched with higher δ15N values than the pre-ban bloom, which had depleted values in the range of fertilizers. These data indicate a primary role of human waste influence in the IRL, suggesting that current management actions have been insufficient at mitigating eutrophication.
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  • 文章类型: Journal Article
    超广谱β-内酰胺酶赋予多种β-内酰胺类抗微生物剂抗性,并且这些酶的基因通常在包含其他抗微生物抗性基因(ARG)的质粒上发现。我们调查了印第安纳湖密歇根分水岭靠近居住化粪池系统密度高的地区的水生环境,以确定化粪池废水中的人类粪便污染是否与抗生素抗性基因和表型抗性细菌的存在相关。在从环境样本和一个化粪池中分离出的269个大肠杆菌中,97株对头孢噻肟耐药,第三代头孢菌素.这些分离株的一个子集显示对其他β-内酰胺的表型抗性,氟喹诺酮类药物,磺胺类药物,还有四环素.使用定量PCR来定量来自水样品的人相关拟杆菌基因拷贝(人拟杆菌),并鉴定在来自大肠杆菌分离物的质粒上或在环境DNA中携带的ARG的存在。我们发现ARG的存在与人类粪便浓度之间存在很强的相关性,这支持了我们的假设,即化粪池废水是ARG和抗性生物的来源。观察到的基于质粒的抗性增加了额外的风险水平,因为来自化粪池系统的与人类相关的细菌可以通过充当可传播的抗性基因的库来扩大环境抗性。
    Extended-spectrum β-lactamases confer resistance to a variety of β-lactam antimicrobials, and the genes for these enzymes are often found on plasmids that include additional antimicrobial resistance genes (ARG). We surveyed aquatic environments in the Indiana Lake Michigan watershed in proximity to areas with high densities of residential septic systems to determine if human fecal contamination from septic effluent correlated with the presence of antimicrobial resistance genes and phenotypically resistant bacteria. Of the 269 E. coli isolated from environmental samples and one septic source, 97 isolates were resistant to cefotaxime, a third-generation cephalosporin. A subset of those isolates showed phenotypic resistance to other β-lactams, fluoroquinolones, sulfonamides, and tetracyclines. Quantitative PCR was used to quantify human-associated Bacteroides dorei gene copies (Human Bacteroides) from water samples and to identify the presence of ARG harbored on plasmids from E. coli isolates or in environmental DNA. We found a strong correlation between the presence of ARG and human fecal concentrations, which supports our hypothesis that septic effluent is a source of ARG and resistant organisms. The observed plasmid-based resistance adds an additional level of risk, as human-associated bacteria from septic systems may expand the environmental resistome by acting as a reservoir of transmissible resistance genes.
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  • 文章类型: Journal Article
    化粪池系统广泛用于缺乏集中式污水处理系统的农村地区。在化粪池系统中不完全去除生活污水污染物会导致养分(P和N)的浸出,细菌/病毒,并将污染物追踪到周围的地下水和地表水中。这项研究的重点是描绘在将化粪池系统安装在中等至细粒覆盖层材料中的地方的废水污染物的命运,以评估这些环境对地下水和地表水质量的潜在影响。营养素和一组人为示踪剂,包括宿主特异性粪便指示细菌(牛和人特异性拟杆菌),药物化合物(咖啡因,卡马西平,吉非贝齐,布洛芬,萘普生,和磺胺甲恶唑),和人造甜味剂(安赛蜜-K),被选择来评估传输特性的差异。地表水样本(n=103)是从三个农村小村庄的上游(US)和下游(DS)的溪流中收集的,最多在一年中每月两次。结果表明,溪流中存在废水指示剂,DS位置显示化学和生物人为示踪剂的浓度均显着升高。人类特异性拟杆菌,咖啡因,在所有DS位点,在高浓度下始终观察到安赛蜜-K。营养素在三个研究地点的US和DS位置之间表现出不同的浓度。地表水样品中存在人类特异性拟杆菌,这表明淤泥/粘土覆盖层内存在优先流动途径。这些结果证明了使用组合示踪方法的优点,涉及保守的示踪剂,例如安赛蜜-K,以及人类特异性生物指标拟杆菌(BacHum),不仅要了解影响来源,还要了解化粪池系统污染到附近溪流的潜在运输途径。在位于细粒覆盖层材料中的农村小村庄中,败血症系统可能是未被重视的污染源;尽管,特定营养来源的区别(化粪池系统与农业)仍然具有挑战性。
    Septic systems are widely used in rural areas that lack centralized sewage treatment systems. Incomplete removal of domestic wastewater contaminants in septic systems can lead to leaching of nutrients (P and N), bacteria/viruses, and trace contaminants to surrounding groundwater and surface water. This study focuses on delineating the fate of wastewater contaminants in localities where septic systems are installed in moderate to fine-grained overburden materials to assess potential impacts on groundwater and surface water quality in these settings. Nutrients and a suite of anthropogenic tracers, including host-specific fecal indicator bacteria (bovine- and human-specific Bacteroides), pharmaceutical compounds (caffeine, carbamazepine, gemfibrozil, ibuprofen, naproxen, and sulfamethoxazole), and an artificial sweetener (acesulfame-K), were selected to evaluate differences in transport properties. Surface water samples (n = 103) were collected from streams upstream (US) and downstream (DS) of three rural hamlets up to two times monthly over one year. Results indicate the presence of wastewater indicators in the streams, with DS locations showing significantly elevated concentrations of both chemical and biological anthropogenic tracers. Human-specific Bacteroides, caffeine, and acesulfame-K were consistently observed at elevated concentrations at all DS sites. Nutrients exhibited varied concentrations between US and DS locations at three study sites. The occurrence of human-specific Bacteroides in the surface water samples suggests the presence of preferential flow pathways within the silt/clay overburden. These results demonstrate the advantages of using a combined tracer approach, involving a conservative tracer such as acesulfame-K coupled with the human-specific biological indicator Bacteroides (BacHum), to understand not only impacting sources but also potential transport pathways of septic system contamination to nearby streams. Septic systems may be an underappreciated contaminant source in rural hamlets located in fine-grained overburden materials; although, a distinction of specific nutrient sources (septic systems vs. agriculture) remains challenging.
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  • 文章类型: Journal Article
    尽管地表水粪便污染对公众健康的影响得到了广泛认可,对(i)命运和运输过程的季节性影响以及(ii)它们导致水质损害的机制的理解有限。量化土地利用之间的关系,化学参数,和流域粪便细菌浓度可以帮助指导微生物水质的监测和控制,并解释季节性差异。这项研究的目标是(i)确定大肠杆菌和拟杆菌的季节性差异,(ii)评估基流期间影响微生物污染的环境驱动因素,融雪,和夏天的雨季,和(iii)将B.thetaiotaomicron的季节性变化与预期的胃肠道感染风险相关联。使用季节性线性回归模型分析了在三个水文气候季节从64个密歇根流域收集的水化学数据,该模型具有包括作物和土地利用比例在内的候选变量,前期降水,化学参数,以及与废水处理和化粪池使用相关的变量。自适应最小绝对收缩和选择算子(LASSO)线性回归与自举用于选择解释变量和估计系数。不管季节,在B.thetaiotaomicron和大肠杆菌的所有主要模型中,始终选择了废水处理厂和化粪池系统的使用。化学和与降水相关的变量选择取决于季节和生物。这些结果表明人类污染之间存在联系(例如,化粪池系统)和取决于流态的微生物水质。在这项研究中的重要性,一组64个密歇根流域的数据被用来了解粪便污染源,司机,以及跨季节的一般大肠杆菌和人类特异性粪便指标的化学相关性。结果重申了人类特定来源之间的联系(例如,化粪池系统)和微生物水质。虽然粪便污染和命运和运输变量的人类来源的重要性(例如,降水)在不同季节仍然很重要,这项研究提供了证据,表明命运和运输机制随季节性水文条件和微生物来源而变化。这项研究为一系列研究做出了贡献,该研究为粪便污染源控制和监测策略的制定提供了优先次序,以减轻地表水粪便污染的公共卫生负担。
    Despite the widely acknowledged public health impacts of surface water fecal contamination, there is limited understanding of seasonal effects on (i) fate and transport processes and (ii) the mechanisms by which they contribute to water quality impairment. Quantifying relationships between land use, chemical parameters, and fecal bacterial concentrations in watersheds can help guide the monitoring and control of microbial water quality and explain seasonal differences. The goals of this study were to (i) identify seasonal differences in Escherichia coli and Bacteroides thetaiotaomicron concentrations, (ii) evaluate environmental drivers influencing microbial contamination during baseflow, snowmelt, and summer rain seasons, and (iii) relate seasonal changes in B. thetaiotaomicron to anticipated gastrointestinal infection risks. Water chemistry data collected during three hydroclimatic seasons from 64 Michigan watersheds were analyzed using seasonal linear regression models with candidate variables including crop and land use proportions, prior precipitation, chemical parameters, and variables related to both wastewater treatment and septic usage. Adaptive least absolute shrinkage and selection operator (LASSO) linear regression with bootstrapping was used to select explanatory variables and estimate coefficients. Regardless of season, wastewater treatment plant and septic system usage were consistently selected in all primary models for B. thetaiotaomicron and E. coli. Chemistry and precipitation-related variable selection depended upon season and organism. These results suggest a link between human pollution (e.g., septic systems) and microbial water quality that is dependent on flow regime. IMPORTANCE In this study, a data set of 64 Michigan watersheds was utilized to gain insights into fecal contamination sources, drivers, and chemical correlates across seasons for general E. coli and human-specific fecal indicators. Results reaffirmed a link between human-specific sources (e.g., septic systems) and microbial water quality. While the importance of human sources of fecal contamination and fate and transport variables (e.g., precipitation) remain important across seasons, this study provides evidence that fate and transport mechanisms vary with seasonal hydrologic condition and microorganism source. This study contributes to a body of research that informs prioritization of fecal contamination source control and surveillance strategy development to reduce the public health burden of surface water fecal contamination.
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  • 文章类型: Journal Article
    地表水监测和微生物源跟踪(MST)用于识别粪便污染的宿主源并保护公众健康。然而,需要了解空间源的位置及其对环境的相对影响,以有效减轻健康风险。此外,与瞬时地表水相比,沉积物样品可以提供时间整合信息。因此,我们实施了新开发的微生物发现,通知,和测试框架,以确定空间来源及其对人类(HuBac)和牛(BoBac)MST标记的影响,从牛密集地区的河床沉积物和地表水中量化。奶牛饲喂操作和低强度开发的土地覆盖与99%(p值<0.05)和108%(p值<0.05)的增加有关,分别,在沉积物中BoBac的相对丰度中,地表水增加79%(p值<0.05)和39%。败血症系统与沉积物中HuBac的相对丰度增加48%和地表水增加56%有关。与水相比,沉积物响应的源信号更强。通过定义源位置,预测河流影响,估计大湖区的震源影响范围,这项工作为具有本地和全球意义的污染缓解战略提供了信息。
    Surface water monitoring and microbial source tracking (MST) are used to identify host sources of fecal pollution and protect public health. However, knowledge of the locations of spatial sources and their relative impacts on the environment is needed to effectively mitigate health risks. Additionally, sediment samples may offer time-integrated information compared to transient surface water. Thus, we implemented the newly developed microbial find, inform, and test framework to identify spatial sources and their impacts on human (HuBac) and bovine (BoBac) MST markers, quantified from both riverbed sediment and surface water in a bovine-dense region. Dairy feeding operations and low-intensity developed land-cover were associated with 99% (p-value < 0.05) and 108% (p-value < 0.05) increases, respectively, in the relative abundance of BoBac in sediment, and with 79% (p-value < 0.05) and 39% increases in surface water. Septic systems were associated with a 48% increase in the relative abundance of HuBac in sediment and a 56% increase in surface water. Stronger source signals were observed for sediment responses compared to water. By defining source locations, predicting river impacts, and estimating source influence ranges in a Great Lakes region, this work informs pollution mitigation strategies of local and global significance.
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  • 文章类型: Journal Article
    1,4-二恶烷的存在和释放到现场废水处理系统(OWTS)的地下水中,占美国废水处理总量的25%,到目前为止还没有研究过。在这项研究中,我们监测了六个化粪池流出物(STE)中的1,4-二恶烷,并接收了长岛(LI)住宅中安装的OWTS,NY,为期15个月。我们特别评估了除氮生物过滤器(NRBs)作为创新/替代OWTS的性能,由顶部砂层和底部木片/砂层组成,同时除去氮和1,4-二恶烷。STE中的1,4-二恶烷含量(平均值:1.49μgL-1;范围:0.07-8.45μgL-1;n=37)平均比这些住宅的自来水高>15倍,证明1,4-二恶烷主要来自家用产品的使用。NRB可有效去除1,4-二恶烷和总氮,总去除效率为56±20%和88±12%,分别。大部分1,4-二恶烷去除(~80%)发生在NRB的顶部含氧层中。功能基因的检测(dxmB,prmA,和thmA),编码代谢和共代谢1,4-二恶烷降解,在NRBs中提供了废水系统中发生的1,4-二恶烷的好氧微生物降解的第一个现场证据。鉴于LI上有约500,000个常规OWTS,从住宅废水中排放到地下水的1,4-二恶烷估计为195±205kgyr-1,表明污染浅层含水层的风险很高。结果还表明,NRB的安装可以将1,4-二恶烷降低到甚至低于纽约州饮用水标准1μgL-1的水平。
    The presence and release of 1,4-dioxane to groundwater from onsite-wastewater treatment systems (OWTS), which represent 25% of the total wastewater treatment in the U.S., has not been studied to date. In this study we monitored 1,4-dioxane in six septic tank effluents (STE) and receiving OWTS installed at residences on Long Island (LI), NY, for a period of 15 months. We specifically evaluated the performance of Nitrogen Removing Biofilters (NRBs) as an innovative/alternative-OWTS, consisting of a top sand layer and a bottom woodchip/sand layer, to simultaneously remove nitrogen and 1,4-dioxane. 1,4-Dioxane levels in STE (mean: 1.49 μg L-1; range: 0.07-8.45 μg L-1; n = 37) were on average > 15 times higher than tap water from these residences, demonstrating that 1,4-dioxane primarily originated from the use of household products. NRBs were effective in removing both 1,4-dioxane and total nitrogen with an overall removal efficiency of 56 ± 20% and 88 ± 12%, respectively. The majority of 1,4-dioxane removal (~80%) occurred in the top oxic layer of the NRBs. The detection of functional genes (dxmB, prmA, and thmA), which encode for metabolic and co-metabolic 1,4-dioxane degradation, in NRBs provides the first field evidence of aerobic microbial degradation of 1,4-dioxane occurring in a wastewater system. Given that there are ~500,000 conventional OWTS on LI, the 1,4-dioxane discharge to groundwater from residential wastewater was estimated at 195 ± 205 kg yr -1, suggesting high risk of contamination to shallow aquifers. The results also demonstrate that installation of NRBs can reduce 1,4-dioxane to levels even lower than the NY State drinking water standard of 1 μg L-1.
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  • 文章类型: Journal Article
    木质纤维素改良,分层土壤处理区(STA)通过顺序硝化和反硝化被动地从废水中去除氮(N)。当废水通过STA渗透时,顶部砂层促进硝化,和较低的,木质纤维素改良砂层促进异养反硝化。分层的STA可以从废水中去除大量的N,这可能会增加他们的CO2,N2O,和CH4到大气中。我们测量了安装在马萨诸塞州东南部三个房屋中的木屑修正(实验性)和仅沙子(对照)STA的温室气体(GHG)通量,美国。与接受相同废水输入的对照STA相比,实验STA向大气中排放的温室气体并不明显多。与不处理废水的土壤相比,对照和实验STA都排放了更多的CO2和N2O-但不排放CH4。控制STA的所有家庭的中位数(范围)通量(μmolm-2s-1)为7.6(0.8-23.0),0.0001(-0.0004-0.004),CO2、CH4和N2O为0.0008(0-0.02),分别,而实验STA的值为6.6(0.3-24.3),0(-0.0005-0.005),CO2、CH4和N2O为0.0004(0-0.02),分别。尽管控制和实验STA之间的通量没有差异,实验STA的地下GHG水平明显高于对照STA,表明微生物消耗了实验STA中地面附近的过量气体水平。来自实验和控制STA的温室气体通量主要受温度控制,土壤湿度,和地下温室气体浓度。总排放量(人均gCO2e-1天-1)高于其他国家报告的常规STA,化粪池的平均值从0到1835,从30年到1938年为STA。我们的研究结果表明,尽管从废水中去除N的能力更高,与传统的STA相比,分层的STA对空气质量的影响可能有限。
    Lignocellulose-amended, layered soil treatment areas (STAs) remove nitrogen (N) passively from wastewater by sequential nitrification and denitrification. As wastewater percolates through the STA, the top sand layer promotes nitrification, and the lower, lignocellulos-amended sand layer promotes heterotrophic denitrification. Layered STAs can remove large amounts of N from wastewater, which may increase their emissions of CO2, N2O, and CH4 to the atmosphere. We measured greenhouse gas (GHG) flux from sawdust-amended (Experimental) and sand-only (Control) STAs installed in three homes in southeastern Massachusetts, USA. The Experimental STAs did not emit significantly more GHGs to the atmosphere than Control STAs receiving the same wastewater inputs, and both Control and Experimental STAs emitted more CO2 and N2O - but not CH4 - than soil not treating wastewater. Median (range) flux (μmol m-2 s-1) for all homes for the Control STAs was 7.6 (0.8-23.0), 0.0001 (-0.0004-0.004), and 0.0008 (0-0.02) for CO2, CH4 and N2O, respectively, whereas values for the Experimental STAs were 6.6 (0.3-24.3), 0 (-0.0005-0.005), and 0.0004 (0-0.02) for CO2, CH4 and N2O, respectively. Despite the absence of differences in flux between Control and Experimental STAs, the Experimental STA had significantly higher subsurface GHG levels than the Control STA, suggesting microbial consumption of excess gas levels near the ground surface in the Experimental STA. The flux of GHGs from Experimental and Control STAs was controlled chiefly by temperature, soil moisture, and subsurface GHG concentrations. Total emissions (gCO2e capita-1 day-1) were higher than those reported by others for conventional STAs, with mean values ranging from 0 to 1835 for septic tanks, and from 30 to 1938 for STAs. Our results suggest that, despite a higher capacity to remove N from wastewater, layered STAs may have limited impact on air quality compared to conventional STAs.
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  • 文章类型: Journal Article
    十多年来,人造甜味剂安赛蜜(ACE)和三氯蔗糖(SUC)已被用作废水输入环境水域的示踪剂。近来,人们担心ACE在处理过程中的降解会阻碍或限制其作为废水示踪剂的使用。在这项研究中,根据12个市政废水处理(MWWT)工厂的废水样本以及7个化粪池系统和地下水中相关的化粪池羽流,重新评估了ACE和SUC作为示踪剂的价值。结果表明SUC在MWWT期间在大多数植物中的稳定性,以及在一些MWWT和化粪池废水系统中两种甜味剂的可变去除。然而,城市污水和化粪池中ACE和SUC的残留浓度表明,两种甜味剂都是有价值的废水示踪剂。SUC/ACE的质量比被发现是用于检查这些甜味剂的相对持久性的有用参数。
    For more than a decade the artificial sweeteners acesulfame (ACE) and sucralose (SUC) have been applied as tracers of the input of wastewater to environmental waters. Recently concerns have been raised that degradation of ACE during treatment may hinder or restrict its use as a wastewater tracer. In this study the value of ACE and SUC as tracers was reassessed based on samples of wastewater at 12 municipal wastewater treatment (MWWT) plants and from 7 septic systems and associated septic plumes in groundwater. The results indicated stability of SUC during MWWT at most plants, and variable removal of both sweeteners during some MWWT and in the septic wastewater systems. However, the residual concentrations of ACE and SUC in municipal effluent and in septic plumes indicate that both sweeteners remain valuable wastewater tracers. The mass ratio SUC/ACE was found to be a useful parameter for examining the relative persistence of these sweeteners.
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  • 文章类型: Journal Article
    休闲水域中的大肠杆菌水平通常用于预测粪便相关病原体水平何时对人类健康构成威胁。流经查塔胡奇河国家娱乐区(CRNRA)的查塔胡奇河的河段,位于亚特兰大都会区,是一个受欢迎的休闲区,经常超过美国环境保护署海滩行动值(BAV)的大肠杆菌。已实施了BacteriALERT计划,以提供该范围内的实时大肠杆菌估算值,并根据来自连续水质监测站的实时浊度测量的替代模型,向公众通报粪便相关病原体的潜在有害水平。然而,大肠杆菌不提供有关粪便污染源的信息,并且当污染源是非人类时,其作为人类健康指标的准确性值得怀疑。我们研究的目的是调查,在公园和周围的流域内,微生物源跟踪可能来源的标记浓度的季节性和降水相关模式(人类,狗,和反刍动物),评估源污染水平和可培养大肠杆菌水平之间的相关性,确定哪些来源最好解释的基于模型的大肠杆菌估计高于BAV和检测esp2(与屎肠球菌和粪肠球菌的致病菌株相关的esp基因的标记),并调查源污染水平与土地利用特征之间的关联。从2015年12月至2017年9月,在冬季和夏季,每个季节对Chattahoochee河上的三个BacteriALERT站点进行了六次采样,每个季节对CRNRA流域的另外11个河流站点(天气站点)进行了采样。用微生物来源追踪(MST)定量PCR(qPCR)标记物(HF183Taqman)筛选样品,狗(DogBact),和反刍动物(Rum2Bac),esp2qPCR标记,和可培养的大肠杆菌。在BacteriALERT站点,HF183Taqman浓度在潮湿条件下较高DogBact浓度在冬季和潮湿条件下较高,在整个研究过程中,Rum2Bac的浓度相对较低,在季节或降水条件之间没有差异。HF183Taqman的浓度,DogBact,和Rum2Bac与可培养大肠杆菌浓度呈正相关;然而,DogBact在三个标记中的R2值最大,正向逐步回归表明它是BacteriALERT位点可培养大肠杆菌浓度的最佳预测因子。递归划分表明,基于模型的大肠杆菌估计的BAV超标最好通过DogBact浓度≥3个基因拷贝/mL(CN/mL)来解释。在BacteriALERT位点检测esp2的最佳解释是DogBact浓度≥11CN/mL,而在天气部位检测到esp2的最佳解释是HF183Taqman≥29CN/mL。在天气地点,HF183Taqman水平与废水处理厂密度相关。然而,这种关系主要由一个网站驱动,表明该集水区可能存在运输问题。天气点的esp2探测与2公里半径内的发育呈正相关,与集水区内的发育呈负相关,提示分水岭中ESP2的多个来源。DogBact和Rum2Bac与我们分析中包含的土地利用特征无关。对公园管理的影响包括:1)粪便污染水平在潮湿条件下和淡季期间最高,预计参加水基娱乐的游客减少,2)狗可能是CRNRA中粪便污染的贡献者,并且可能是致病菌的来源,表明可能需要进一步调查这种污染的起源,因为研究将了解暴露于狗粪便污染的人类健康风险。3)在CRNRA分水岭的一个地点,高水平的人类标记物表明,在该流域进行更广泛的监测可能会找到在本研究中检测到的人类粪便污染的起源。
    Escherichia coli levels in recreational waters are often used to predict when fecal-associated pathogen levels are a human health risk. The reach of the Chattahoochee River that flows through the Chattahoochee River National Recreation Area (CRNRA), located in the Atlanta-metropolitan area, is a popular recreation area that frequently exceeds the U.S. Environmental Protection Agency beach action value (BAV) for E. coli. A BacteriALERT program has been implemented to provide real-time E. coli estimates in the reach and notify the public of potentially harmful levels of fecal-associated pathogens as indicated by surrogate models based on real-time turbidity measurements from continuous water quality monitoring stations. However, E. coli does not provide information about the sources of fecal contamination and its accuracy as a human health indicator is questionable when sources of contamination are non-human. The objectives of our study were to investigate, within the Park and surrounding watersheds, seasonal and precipitation-related patterns in microbial source tracking marker concentrations of possible sources (human, dog, and ruminant), assess correlations between source contamination levels and culturable E. coli levels, determine which sources best explained model-based E. coli estimates above the BAV and detection of esp2 (a marker for the esp gene associated with pathogenic strains of Enterococcus faecium and Enterococcus faecalis), and investigate associations between source contamination levels and land use features. Three BacteriALERT sites on the Chattahoochee River were sampled six times per season in the winter and summer from December 2015 through September 2017, and 11 additional stream sites (synoptic sites) from the CRNRA watershed were sampled once per season. Samples were screened with microbial source tracking (MST) quantitative PCR (qPCR) markers for humans (HF183 Taqman), dogs (DogBact), and ruminants (Rum2Bac), the esp2 qPCR marker, and culturable E. coli. At the BacteriALERT sites, HF183 Taqman concentrations were higher under wet conditions DogBact concentrations were greater in the winter and under wet conditions, and Rum2Bac concentrations were comparatively low throughout the study with no difference across seasons or precipitation conditions. Concentrations of HF183 Taqman, DogBact, and Rum2Bac were positively correlated with culturable E. coli concentrations; however, DogBact had the largest R2 value among the three markers, and the forward stepwise regression indicated it was the best predictor of culturable E. coli concentrations at the BacteriALERT sites. Recursive partitioning indicated that BAV exceedances of model-based E. coli estimates were best explained by DogBact concentrations ≥3 gene copies per mL (CN/mL). Detections of esp2 at BacteriALERT sites were best explained by DogBact concentrations ≥11 CN/mL, while detections of esp2 at synoptic sites were best explained by HF183 Taqman ≥29 CN/mL. At the synoptic sites, HF183 Taqman levels were associated with wastewater treatment plant density. However, this relationship was driven primarily by a single site, suggesting possible conveyance issues in that catchment. esp2 detections at synoptic sites were positively associated with development within a 2-km radius and negatively associated with development within the catchment, suggesting multiple sources of esp2 in the watershed. DogBact and Rum2Bac were not associated with the land use features included in our analyses. Implications for Park management include: 1) fecal contamination levels were highest during wet conditions and in the off season when fewer visitors are expected to be participating in water-based recreation, 2) dogs are likely contributors to fecal contamination in the CRNRA and may be sources of pathogenic bacteria indicating further investigation of the origins of this contamination may be warranted as would be research to understand the human health risks from exposure to dog fecal contamination, and 3) high levels of the human marker at one site in the CRNRA watershed suggests more extensive monitoring in that catchment may locate the origin of human fecal contamination detected during this study.
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