Subsewershed analyses of the impacts of inflow and infiltration on viral pathogens and antibiotic resistance markers across a rural sewer system

IF 12.4 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Water Research Pub Date : 2025-01-30 DOI:10.1016/j.watres.2025.123230
Amanda Darling , Benjamin Davis , Thomas Byrne , Madeline Deck , Gabriel Maldonado Rivera , Sarah Price , Amber Amaral-Torres , Clayton Markham , Raul Gonzalez , Peter Vikesland , Leigh-Anne Krometis , Amy Pruden , Alasdair Cohen
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Abstract

As wastewater-based surveillance (WBS) is increasingly used to track community-level disease trends, it is important to understand how pathogen signals can be altered by phenomena that occur within sewersheds such as inflow and infiltration (I&I). Our objectives were to characterize I&I across a rural sewershed and assess potential impacts on viral (rotavirus, norovirus GII, and SARS-CoV-2), fecal indicator (HF183, the hCYTB484 gene specific to the human mitochondrial genome, and crAssphage), and antimicrobial resistance (intI1, blaCTXM-1) targets. In a small town in Virginia (USA), we collected 107 wastewater samples at monthly intervals over a 12-month period (2022–2023) at the wastewater treatment plant (WWTP) influent and 11 up-sewer sites. Viral, fecal indicator, and antimicrobial resistance targets were enumerated using ddPCR. Physicochemical proxies for organics and nutrient levels in sewage (chemical oxygen demand (COD), total suspended solids (TSS), and NH3(aq)) and genetic markers of anthropogenic impact were used to characterize I&I across the sewershed. Overall, precipitation was negatively associated (Spearman test; ρ < 0; p < 0.01) with physicochemical markers (TSS, COD, K, PO43−-P, NH3(aq)) in the WWTP influent. We observed the highest concentrations of human fecal markers and a measure anthropogenic pollution and antibiotic resistance (intI1) in up-sewer sites with limited I&I. However, median viral gene copy concentrations were highest at the WWTP, compared to 100 % (n = 11), 90 % (n = 10), and 55 % (n = 6) of up-sewer sites for rotavirus, norovirus GII, and SARS-CoV-2, respectively. After adjusting for covariates (Ba, COD, dissolved oxygen, groundwater depth, precipitation, sampling date) using generalized linear models, moderate to high I&I was associated with statistically significant reductions in log10-transformed rotavirus and norovirus GII concentrations across the sewershed (coefficients = -0.7 and -0.9, p < 0.001, n = 95), though not for SARS-CoV-2 (coefficient = -0.2, p = 0.181, n = 95). Overall, we found that while I&I can diminish biomarker signals throughout a sewershed, including at the WWTP influent, I&I impacts vary depending on the target, and pathogen biomarker signals were, on average, higher and less variable over time at the WWTP compared to most up-sewer sites. As far as we are aware, this is the first study to assess in situ I&I impacts on multiple WBS targets. Taken together, our findings highlight challenges and tradeoffs associated with different sampling strategies for different WBS targets in heavily I&I impacted systems.

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农村下水道系统进水和入渗对病毒病原体和抗生素耐药性标志物影响的地下分析
随着基于废水的监测(WBS)越来越多地用于追踪社区层面的疾病趋势,了解病原体信号如何被下水道内发生的流入和渗透等现象所改变是很重要的(I&;I)。我们的目标是在农村下水道中表征I和I,并评估对病毒(轮状病毒、诺如病毒GII和SARS-CoV-2)、粪便指标(HF183、人类线粒体基因组特异性的hCYTB484基因和噬菌体)和抗菌素耐药性(intI1、blaCTX-M-1)靶标的潜在影响。在弗吉尼亚州(美国)的一个小镇,我们在12个月(2022-2023年)的时间里,在污水处理厂(WWTP)入水口和11个上下水道站点每月收集107份废水样本。采用ddPCR方法对病毒、粪便指标和抗菌药物耐药靶点进行了枚举。利用污水中有机物和营养水平的物理化学指标(化学需氧量(COD)、总悬浮固体(TSS)和NH3(aq))和人为影响的遗传标记来表征整个下水道的I和I。总体而言,降水量呈负相关(Spearman检验;ρ& lt;0;p & lt;0.01),水体理化指标(TSS、COD、K、PO43−-P、NH3(aq))。我们观察到人类粪便标志物的最高浓度,并测量了人类污染和抗生素耐药性(intI1)在有限I的上下水道场地。然而,与轮状病毒、诺如病毒GII和SARS-CoV-2相比,污水处理厂的病毒基因拷贝浓度中位数最高,分别为100% (n = 11)、90% (n = 10)和55% (n = 6)。协变量调整后(Ba、鳕鱼、溶解氧、地下水深度、降水、取样日期)使用广义线性模型,打折期中度到高我与显著减少log10-transformed轮状病毒和诺瓦克病毒GII浓度在sewershed(系数 = -0.7和-0.9,术中;0.001 n = 95),尽管不是SARS-CoV-2(系数 = 0.034,p = 0.118 n = 95)。总体而言,我们发现,虽然I和I可以减少整个下水道(包括污水处理厂)的生物标志物信号,但I和I的影响因目标而异,平均而言,与大多数污水处理厂相比,污水处理厂的病原体生物标志物信号随时间的变化更高,变化更小。据我们所知,这是第一个评估对多个WBS目标的原位影响的研究。综上所述,我们的研究结果突出了在受严重影响的系统中,针对不同WBS目标采用不同采样策略所带来的挑战和权衡。
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来源期刊
Water Research
Water Research 环境科学-工程:环境
CiteScore
20.80
自引率
9.40%
发文量
1307
审稿时长
38 days
期刊介绍: Water Research, along with its open access companion journal Water Research X, serves as a platform for publishing original research papers covering various aspects of the science and technology related to the anthropogenic water cycle, water quality, and its management worldwide. The audience targeted by the journal comprises biologists, chemical engineers, chemists, civil engineers, environmental engineers, limnologists, and microbiologists. The scope of the journal include: •Treatment processes for water and wastewaters (municipal, agricultural, industrial, and on-site treatment), including resource recovery and residuals management; •Urban hydrology including sewer systems, stormwater management, and green infrastructure; •Drinking water treatment and distribution; •Potable and non-potable water reuse; •Sanitation, public health, and risk assessment; •Anaerobic digestion, solid and hazardous waste management, including source characterization and the effects and control of leachates and gaseous emissions; •Contaminants (chemical, microbial, anthropogenic particles such as nanoparticles or microplastics) and related water quality sensing, monitoring, fate, and assessment; •Anthropogenic impacts on inland, tidal, coastal and urban waters, focusing on surface and ground waters, and point and non-point sources of pollution; •Environmental restoration, linked to surface water, groundwater and groundwater remediation; •Analysis of the interfaces between sediments and water, and between water and atmosphere, focusing specifically on anthropogenic impacts; •Mathematical modelling, systems analysis, machine learning, and beneficial use of big data related to the anthropogenic water cycle; •Socio-economic, policy, and regulations studies.
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