Department of Molecular Biology and Biochemistry, University of California, Irvinegrid.266093.8, Irvine, California, USA.
Department of Biomedical Engineering, University of California, Irvinegrid.266093.8, Irvine, California, USA.
Appl Environ Microbiol. 2021 Nov 10;87(23):e0144821. doi: 10.1128/AEM.01448-21. Epub 2021 Sep 22.
Municipal wastewater provides an integrated sample of a diversity of human-associated microbes across a sewershed, including viruses. Wastewater-based epidemiology (WBE) is a promising strategy to detect pathogens and may serve as an early warning system for disease outbreaks. Notably, WBE has garnered substantial interest during the coronavirus disease 2019 (COVID-19) pandemic to track disease burden through analyses of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA. Throughout the COVID-19 outbreak, tracking SARS-CoV-2 in wastewater has been an important tool for understanding the spread of the virus. Unlike traditional sequencing of SARS-CoV-2 isolated from clinical samples, which adds testing burden to the health care system, in this study, metatranscriptomics was used to sequence virus directly from wastewater. Here, we present a study in which we explored RNA viral diversity through sequencing 94 wastewater influent samples across seven wastewater treatment plants (WTPs), collected from August 2020 to January 2021, representing approximately 16 million people in Southern California. Enriched viral libraries identified a wide diversity of RNA viruses that differed between WTPs and over time, with detected viruses including coronaviruses, influenza A, and noroviruses. Furthermore, single-nucleotide variants (SNVs) of SARS-CoV-2 were identified in wastewater, and we measured proportions of overall virus and SNVs across several months. We detected several SNVs that are markers for clinically important SARS-CoV-2 variants along with SNVs of unknown function, prevalence, or epidemiological consequence. Our study shows the potential of WBE to detect viruses in wastewater and to track the diversity and spread of viral variants in urban and suburban locations, which may aid public health efforts to monitor disease outbreaks. Wastewater-based epidemiology (WBE) can detect pathogens across sewersheds, which represents the collective waste of human populations. As there is a wide diversity of RNA viruses in wastewater, monitoring the presence of these viruses is useful for public health, industry, and ecological studies. Specific to public health, WBE has proven valuable during the coronavirus disease 2019 (COVID-19) pandemic to track the spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) without adding burden to health care systems. In this study, we used metatranscriptomics and reverse transcription-droplet digital PCR (RT-ddPCR) to assay RNA viruses across Southern California wastewater from August 2020 to January 2021, representing approximately 16 million people from Los Angeles, Orange, and San Diego counties. We found that SARS-CoV-2 quantification in wastewater correlates well with county-wide COVID-19 case data, and that we can detect SARS-CoV-2 single-nucleotide variants through sequencing. Likewise, wastewater treatment plants (WTPs) harbored different viromes, and we detected other human pathogens, such as noroviruses and adenoviruses, furthering our understanding of wastewater viral ecology.
城市污水为整个污水流域中的各种人类相关微生物提供了综合样本,包括病毒。基于污水的流行病学(WBE)是一种有前途的检测病原体的策略,可能作为疾病爆发的预警系统。值得注意的是,在 2019 年冠状病毒病(COVID-19)大流行期间,WBE 引起了广泛的关注,通过分析严重急性呼吸系统综合症冠状病毒 2(SARS-CoV-2)RNA 来追踪疾病负担。在整个 COVID-19 爆发期间,追踪污水中的 SARS-CoV-2 一直是了解病毒传播的重要工具。与从临床样本中分离 SARS-CoV-2 进行传统测序不同,这会给医疗保健系统增加检测负担,在本研究中,我们使用宏转录组学直接从污水中对病毒进行测序。在这里,我们进行了一项研究,通过对 2020 年 8 月至 2021 年 1 月期间收集的来自南加州七个污水处理厂(WTP)的 94 个污水进水样本进行测序,探索了 RNA 病毒的多样性,这些样本代表了大约 1600 万南加州人口。富集的病毒文库鉴定出了广泛的 RNA 病毒,这些病毒在 WTP 之间和随时间而不同,检测到的病毒包括冠状病毒、流感 A 和诺如病毒。此外,还在污水中鉴定出了 SARS-CoV-2 的单核苷酸变异(SNVs),并在几个月内测量了总体病毒和 SNVs 的比例。我们检测到了一些具有临床重要意义的 SARS-CoV-2 变异的 SNVs,以及具有未知功能、流行程度或流行病学后果的 SNVs。我们的研究表明,WBE 具有检测污水中病毒的潜力,并能够追踪城市和郊区病毒变异的多样性和传播,这可能有助于公共卫生部门监测疾病爆发。基于污水的流行病学(WBE)可以在污水流域中检测病原体,这代表了人类群体的集体废物。由于污水中存在广泛的 RNA 病毒,因此监测这些病毒的存在对公共卫生、工业和生态研究都很有用。具体到公共卫生,在 2019 年冠状病毒病(COVID-19)大流行期间,WBE 已被证明具有价值,可以在不增加医疗保健系统负担的情况下追踪严重急性呼吸系统综合症冠状病毒 2(SARS-CoV-2)的传播。在这项研究中,我们使用宏转录组学和逆转录 - 数字 PCR(RT-ddPCR)在 2020 年 8 月至 2021 年 1 月期间对南加州的污水进行了 RNA 病毒检测,代表了来自洛杉矶、橙县和圣地亚哥县的约 1600 万人。我们发现,污水中 SARS-CoV-2 的定量与全县范围内的 COVID-19 病例数据密切相关,并且我们可以通过测序检测到 SARS-CoV-2 的单核苷酸变异。同样,污水处理厂(WTP)中存在不同的病毒组,我们还检测到了其他人类病原体,如诺如病毒和腺病毒,进一步加深了我们对污水病毒生态学的理解。