Longitudinal monitoring of SARS-CoV-2 in wastewater using viral genetic markers and the estimation of unconfirmed COVID-19 cases

被引:42
作者
Li, Lin [1 ]
Mazurowski, Lauren [1 ]
Dewan, Aimee [1 ]
Carine, Madeline [1 ]
Haak, Laura [1 ]
Guarin, Tatiana C. [1 ]
Dastjerdi, Niloufar Gharoon [1 ]
Gerrity, Daniel [2 ]
Mentzer, Casey [3 ]
Pagilla, Krishna R. [1 ]
机构
[1] Univ Nevada, Dept Civil & Environm Engn, Reno 1664 N Virginia St,MS 0258, Reno, NV 89557 USA
[2] Southern Nevada Water Author, POB 99954, Las Vegas, NV 89193 USA
[3] Truckee Meadows Water Reclamat Facil, Sparks, NV 89502 USA
关键词
SARS-CoV-2; COVID-19; Wastewater; Early warning; Long-term monitoring; SURVEILLANCE; INACTIVATION; SEWAGE;
D O I
10.1016/j.scitotenv.2022.152958
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, wastewater-based surveillance was carried out to establish the correlation between SARS-CoV-2 viral RNA concentrations in wastewater and the incidence of corona virus disease 2019 (COVID-19) from clinical testing. The influent wastewater of three major water reclamation facilities (WRFs) in Northern Nevada, serving a population of 390,750, was monitored for SARS-CoV-2 viral RNA gene markers, N1 and N2, from June 2020 through September 2021. A total of 614 samples were collected and analyzed. The SARS-CoV-2 concentrations in wastewater were observed to peak twice during the study period. A moderate correlation trend between coronavirus disease 2019 (COVID-19) incidence data from clinical testing and SARS-CoV-2 viral RNA concentrations in wastewater was observed (Spearman r = 0.533). This correlation improved when using weekly average SARS-CoV-2 marker concentrations of wastewater and clinical case data (Spearman r = 0.790), presumably by mitigating the inherent variability of the environmental dataset and the effects of clinical testing artifacts (e.g., reporting lags). The research also demonstrated the value of wastewater-based surveillance as an early warning signal for early detection of trends in COVID-19 incidence. This was accomplished by identifying that the reported clinical cases had a stronger correlation to SARS-CoV-2 wastewater monitoring data when they were estimated to lag 7-days behind the wastewater data. The results aided local decision makers in developing strategies to manage COVID-19 in the region and provide a framework for how wastewater-based surveillance can be applied across localities to enhance the public health monitoring of the ongoing pandemic.
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页数:9
相关论文
共 48 条
[1]   Surveillance of SARS-CoV-2 RNA in wastewater: Methods optimization and quality control are crucial for generating reliable public health information [J].
Ahmed, Warish ;
Bivins, Aaron ;
Bertsch, Paul M. ;
Bibby, Kyle ;
Choi, Phil M. ;
Farkas, Kata ;
Gyawali, Pradip ;
Hamilton, Kerry A. ;
Haramoto, Eiji ;
Kitajima, Masaaki ;
Simpson, Stuart L. ;
Tandukar, Sarmila ;
Thomas, Kevin V. ;
Mueller, Jochen F. .
CURRENT OPINION IN ENVIRONMENTAL SCIENCE & HEALTH, 2020, 17 :82-93
[2]   First con firmed detection of SARS-CoV-2 in untreated wastewater in Australia: A proof of concept for the wastewater surveillance of COVID-19 in the community [J].
Ahmed, Warish ;
Angel, Nicola ;
Edson, Janette ;
Bibby, Kyle ;
Bivins, Aaron ;
O'Brien, Jake W. ;
Choi, Phil M. ;
Kitajima, Masaaki ;
Simpson, Stuart L. ;
Li, Jiaying ;
Tscharke, Ben ;
Verhagen, Rory ;
Smith, Wendy J. M. ;
Zaugg, Julian ;
Dierens, Leanne ;
Hugenholtz, Philip ;
Thomas, Kevin, V ;
Mueller, Jochen F. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 728
[3]   Wastewater SARS-CoV-2 monitoring as a community-level COVID-19 trend tracker and variants in Ohio, United States [J].
Ai, Yuehan ;
Davis, Angela ;
Jones, Dan ;
Lemeshow, Stanley ;
Tu, Huolin ;
He, Fan ;
Ru, Peng ;
Pan, Xiaokang ;
Bohrerova, Zuzana ;
Lee, Jiyoung .
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 801
[4]   A review of the presence of SARS-CoV-2 RNA in wastewater and airborne particulates and its use for virus spreading surveillance [J].
Anand, Uttpal ;
Adelodun, Bashir ;
Pivato, Alberto ;
Suresh, S. ;
Indari, Omkar ;
Jakhmola, Shweta ;
Jha, Hem Chandra ;
Jha, Pawan Kumar ;
Tripathi, Vijay ;
Di Maria, Francesco .
ENVIRONMENTAL RESEARCH, 2021, 196
[5]  
[Anonymous], COVID-19/ Novel Coronavirus
[6]  
APHA, 1995, STANDARD METHODS EXA
[7]   COVID-19 containment on a college campus via wastewater-based epidemiology, targeted clinical testing and an intervention [J].
Betancourt, Walter Q. ;
Schmitz, Bradley W. ;
Innes, Gabriel K. ;
Prasek, Sarah M. ;
Brown, Kristen M. Pogreba ;
Stark, Erika R. ;
Foster, Aidan R. ;
Sprissler, Ryan S. ;
Harris, David T. ;
Sherchan, Samendra P. ;
Gerba, Charles P. ;
Pepper, Ian L. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 779
[8]   Wastewater Surveillance during Mass COVID-19 Vaccination on a College Campus [J].
Bivins, Aaron ;
Bibby, Kyle .
ENVIRONMENTAL SCIENCE & TECHNOLOGY LETTERS, 2021, 8 (09) :792-798
[9]   Variability in RT-qPCR assay parameters indicates unreliable SARS-CoV-2 RNA quantification for wastewater surveillance [J].
Bivins, Aaron ;
Kaya, Devrim ;
Bibby, Kyle ;
Simpson, Stuart L. ;
Bustin, Stephen A. ;
Shanks, Orin C. ;
Ahmed, Warish .
WATER RESEARCH, 2021, 203
[10]   SARS-CoV-2: from its discovery to genome structure, transcription, and replication [J].
Brant, Ayslan Castro ;
Tian, Wei ;
Majerciak, Vladimir ;
Yang, Wei ;
Zheng, Zhi-Ming .
CELL AND BIOSCIENCE, 2021, 11 (01)