Does normalization of SARS-CoV-2 concentrations by Pepper Mild Mottle Virus improve correlations and lead time between wastewater surveillance and clinical data in Alberta (Canada): comparing twelve SARS-CoV-2 normalization approaches

被引:59
作者
Maal-Bared, Rasha [1 ,7 ]
Qiu, Yuanyuan [2 ]
Li, Qiaozhi [2 ]
Gao, Tiejun [2 ]
Hrudey, Steve E. [2 ]
Bhavanam, Sudha [2 ]
Ruecker, Norma J. [3 ]
Ellehoj, Erik [4 ]
Lee, Bonita E. [5 ]
Pang, Xiaoli [2 ,6 ]
机构
[1] EPCOR Water, Qual Assurance & Environm, Edmonton, AB, Canada
[2] Univ Alberta, Dept Lab Med & Pathol, Edmonton, AB, Canada
[3] Water Qual Serv, Calgary, AB, Canada
[4] Ellehoj Redmond Consulting, Edmonton, AB, Canada
[5] Univ Alberta, Dept Paediat, Edmonton, AB, Canada
[6] Alberta Precis Labs APL, Publ Hlth Labs ProvLab, Edmonton, AB, Canada
[7] EPCOR Water Canada, EPCOR Tower,2000-10423 101 St NW, Edmonton, AB 508, Canada
基金
加拿大健康研究院;
关键词
Wastewater-based epidemiology (WBE); COVID-19; Normalization; Industrial wastewater; Combined sewers; Mobile populations;
D O I
10.1016/j.scitotenv.2022.158964
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Wastewater-based surveillance (WBS) data normalization is an analyte measurement correction that addresses varia-tions resulting from dilution of fecal discharge by non-sanitary sewage, stormwater or groundwater infiltration. No con-sensus exists on what WBS normalization parameters result in the strongest correlations and lead time between SARS-CoV-2 WBS data and COVID-19 cases. This study compared flow, population size and biomarker normalization impacts on the correlations and lead times for ten communities in twelve sewersheds in Alberta (Canada) between September 2020 and October 2021 (n = 1024) to determine if normalization by Pepper Mild Mottle Virus (PMMoV) provides any advantages compared to other normalization parameters (e.g., flow, reported and dynamic population sizes, BOD, TSS, NH3, TP). PMMoV concentrations (GC/mL) corresponded with plant influent flows and were highest in the urban centres. SARS-CoV-2 target genes E, N1 and N2 were all negatively associated with wastewater influent pH, while PMMoV was positively associated with temperature. Pooled data analysis showed that normalization increased rho-values by almost 0.1 and was highest for ammonia, TKN and TP followed by PMMoV. Normalization by other parameters weakened associations. None of the differences were statistically significant. Site-specific correlations showed that normalization of SARS-CoV-2 data by PMMoV only improved correlations significantly in two of the twelve systems; neither were large sewersheds or combined sewer systems. In five systems, normalization by traditional waste-water strength parameters and dynamic population estimates improved correlations. Lead time ranged between 1 and 4 days in both pooled and site-specific comparisons. We recommend that WBS researchers and health departments: a) Investigate WWTP influent properties (e.g., pH) in the WBS planning phase and use at least two parallel approaches for normalization only if shown to provide value; b) Explore normalization by wastewater strength parameters and dynamic population size estimates further; and c) Evaluate purchasing an influent flow meter in small communities to support long-term WBS efforts and WWTP management.
引用
收藏
页数:11
相关论文
共 68 条
[1]   A multicenter study investigating SARS-CoV-2 in tertiary-care hospital wastewater. viral burden correlates with increasing hospitalized cases as well as hospital-associated transmissions and outbreaks [J].
Acosta, Nicole ;
Bautista, Maria A. ;
Hollman, Jordan ;
McCalder, Janine ;
Beaudet, Alexander Buchner ;
Man, Lawrence ;
Waddell, Barbara J. ;
Chen, Jianwei ;
Li, Carmen ;
Kuzma, Darina ;
Bhatnagar, Srijak ;
Leal, Jenine ;
Meddings, Jon ;
Hu, Jia ;
Cabaj, Jason L. ;
Ruecker, Norma J. ;
Naugler, Christopher ;
Pillai, Dylan R. ;
Achari, Gopal ;
Ryan, M. Cathryn ;
Conly, John M. ;
Frankowski, Kevin ;
Hubert, Casey R. J. ;
Parkins, Michael D. .
WATER RESEARCH, 2021, 201
[2]   Decay of SARS-CoV-2 and surrogate murine hepatitis virus RNA in untreated wastewater to inform application in wastewater-based epidemiology [J].
Ahmed, Warish ;
Bertsch, Paul M. ;
Bibby, Kyle ;
Haramoto, Eiji ;
Hewitt, Joanne ;
Huygens, Flavia ;
Gyawali, Pradip ;
Korajkic, Asja ;
Riddell, Shane ;
Sherchan, Samendra P. ;
Simpson, Stuart L. ;
Sirikanchana, Kwanrawee ;
Symonds, Erin M. ;
Verhagen, Rory ;
Vasan, Seshadri S. ;
Kitajima, Masaaki ;
Bivins, Aaron .
ENVIRONMENTAL RESEARCH, 2020, 191
[3]   Comparison of virus concentration methods for the RT-qPCR-based recovery of murine hepatitis virus, a surrogate for SARS-CoV-2 from untreated wastewater [J].
Ahmed, Warish ;
Bertsch, Paul M. ;
Bivins, Aaron ;
Bibby, Kyle ;
Farkas, Kata ;
Gathercole, Amy ;
Haramoto, Eiji ;
Gyawali, Pradip ;
Korajkic, Asja ;
McMinn, Brian R. ;
Mueller, Jochen F. ;
Simpson, Stuart L. ;
Smith, Wendy J. M. ;
Symonds, Erin M. ;
Thomas, Kevin, V ;
Verhagen, Rory ;
Kitajima, Masaaki .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 739
[4]   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
[5]   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
[6]   PER CAPITA PHOSPHORUS LOADING FROM DOMESTIC SEWAGE [J].
ALEXANDER, GC ;
STEVENS, RJ .
WATER RESEARCH, 1976, 10 (09) :757-764
[7]  
American Public Health Laboratories, 2022, SARS COV 2 WAST SURV
[8]   Effect of selected wastewater characteristics on estimation of SARS-CoV-2 viral load in wastewater [J].
Amoah, Isaac Dennis ;
Abunama, Taher ;
Awolusi, Oluyemi Olatunji ;
Pillay, Leanne ;
Pillay, Kriveshin ;
Kumari, Sheena ;
Bux, Faizal .
ENVIRONMENTAL RESEARCH, 2022, 203
[9]  
APHA, 2005, STANDARD METHODS EXA
[10]   Data filtering methods for SARS-CoV-2 wastewater surveillance [J].
Arabzadeh, Rezgar ;
Gruenbacher, Daniel Martin ;
Insam, Heribert ;
Kreuzinger, Norbert ;
Markt, Rudolf ;
Rauch, Wolfgang .
WATER SCIENCE AND TECHNOLOGY, 2021, 84 (06) :1324-1339