Abstract

Wastewater surveillance of coronavirus disease 2019 (COVID-19) commonly applies reverse transcription-quantitative polymerase chain reaction (RT-qPCR) to quantify severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA concentrations in wastewater over time. In most applications worldwide, maximal sensitivity and specificity of RT-qPCR has been achieved, in part, by monitoring two or more genomic loci of SARS-CoV-2. In Ontario, Canada, the provincial Wastewater Surveillance Initiative reports the average copies of the CDC N1 and N2 loci normalized to the fecal biomarker pepper mild mottle virus. In November 2021, the emergence of the Omicron variant of concern, harboring a C28311T mutation within the CDC N1 probe region, challenged the accuracy of the consensus between the RT-qPCR measurements of the N1 and N2 loci of SARS-CoV-2. In this study, we developed and applied a novel real-time dual loci quality assurance and control framework based on the relative difference between the loci measurements to the City of Ottawa dataset to identify a loss of sensitivity of the N1 assay in the period from July 10, 2022 to January 31, 2023. Further analysis via sequencing and allele-specific RT-qPCR revealed a high proportion of mutations C28312T and A28330G during the study period, both in the City of Ottawa and across the province. It is hypothesized that nucleotide mutations in the probe region, especially A28330G, led to inefficient annealing, resulting in reduction in sensitivity and accuracy of the N1 assay. This study highlights the importance of implementing quality assurance and control criteria to continually evaluate, in near real-time, the accuracy of the signal produced in wastewater surveillance applications that rely on detection of pathogens whose genomes undergo high rates of mutation.

Details

Title
Real-time evaluation of signal accuracy in wastewater surveillance of pathogens with high rates of mutation
Author
Thakali, Ocean 1 ; Mercier, Élisabeth 1 ; Eid, Walaa 2 ; Wellman, Martin 3 ; Brasset-Gorny, Julia 2 ; Overton, Alyssa K. 4 ; Knapp, Jennifer J. 4 ; Manuel, Douglas 5 ; Charles, Trevor C. 4 ; Goodridge, Lawrence 6 ; Arts, Eric J. 7 ; Poon, Art F. Y. 7 ; Brown, R. Stephen 8 ; Graber, Tyson E. 2 ; Delatolla, Robert 1 ; DeGroot, Christopher T. 9 ; Adebiyi, Adebowale 7 ; Advani, Matthew 10 ; Agboola, Simininuoluwa 11 ; Andino, Dania 12 ; Aqeel, Hussain 13 ; Badlani, Yash 14 ; Bitter, Lena Carolin 15 ; Bragg, Leslie 16 ; Breadner, Patrick 16 ; Bulir, David 17 ; Chan, Ronny 10 ; Channa, Babneet 13 ; Charles, Trevor 14 ; Chen, JinJin 18 ; Corchis-Scott, Ryland 19 ; Cranney, Matthew 20 ; D’Aoust, Patrick M. 1 ; Dang, Hoang 21 ; Danna, Nora 13 ; Dawe, Rachel 14 ; de Melo, Tomas 20 ; Desaulniers, Jean-Paul 20 ; Dhiyebi, Hadi 22 ; Donovan, Justin 7 ; Edwards, Elizabeth 18 ; Ellmen, Isaac 11 ; Farah, Joud Abu 11 ; Farahbakhsh, Farnaz 13 ; Fuzzen, Meghan 14 ; Garant, Tim 15 ; Geng, Qiudi 19 ; Gedge, Ashley 20 ; Gere, Alice 22 ; Gibson, Richard 7 ; Gilbride, Kimberly 13 ; Goitom, Eyerusalem 23 ; Gong, Qinyuan 18 ; Habash, Marc 24 ; Hamilton, Amanda 7 ; Haskell, Blake 25 ; Hayat, Samina 25 ; Hegazy, Nada 1 ; Ho, Hannifer 21 ; Hungwe, Yemurayi 21 ; Ikert, Heather 21 ; Islam, Golam 20 ; Joseph, Dilan 7 ; Khan, Ismail 18 ; Kibbee, Richard 15 ; Kirkwood, Andrea 20 ; Knapp, Jennifer 22 ; Knockleby, James 12 ; Kwon, Su-Hyun 26 ; Kyle, Christopher 27 ; Lawal, Opeyemi U. 6 ; Lomheim, Line 18 ; McKay, Robert Michael 19 ; Menon, Ria 28 ; Miller, Zach 28 ; Mloszewska, Aleksandra M. 12 ; Mohammadiankia, Ataollah 12 ; Naik, Shiv 26 ; Nash, Delaney 26 ; Ng, Anthony 26 ; Olabode, Abayomi 7 ; Örmeci, Banu 15 ; Oswald, Claire 23 ; Overton, Alyssa 14 ; Pabon, Gabriela Jimenez 15 ; Paramananthasivam, Vinthiya 18 ; Pardy, Jessica 7 ; Parreira, Valeria R. 6 ; Payne, Sarah Jane 29 ; Peng, Hui 10 ; Pisharody, Lakshmi 1 ; Prasla, Samran 21 ; Precious, Melinda 6 ; Rizvi, Fozia 6 ; Santilli, Matthew 13 ; Sarvi, Hooman 13 ; Servos, Mark 14 ; Siemon, Dan 9 ; Simmons, Denina 20 ; Sing-Judge, Carly 22 ; Srikanthan, Nivetha 22 ; Stephenson, Sean 2 ; Sun, Jianxian 10 ; Susilawati, Endang 18 ; Tehrani, Amir 13 ; Wan, Shen 1 ; Williams, Katie 3 ; Yang, Ivy 18 ; Ybazeta, Gustavo 12 ; Zeeb, Eli 26 

 University of Ottawa, Department of Civil Engineering, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255) 
 Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0000 9402 6172) 
 The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0004 0500 0659) 
 University of Waterloo, Department of Biology, Waterloo, Canada (GRID:grid.46078.3d) (ISNI:0000 0000 8644 1405) 
 Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0000 9402 6172); University of Ottawa, Department of Family Medicine, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255); University of Ottawa, School of Epidemiology and Public Health, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255) 
 University of Guelph, Department of Food Science, Canadian Research Institute for Food Safety, Guelph, Canada (GRID:grid.34429.38) (ISNI:0000 0004 1936 8198) 
 Western University, Department of Microbiology and Immunology, London, Canada (GRID:grid.39381.30) (ISNI:0000 0004 1936 8884) 
 Queen’s University, School of Environmental Studies and Department of Chemistry, Kingston, Canada (GRID:grid.410356.5) (ISNI:0000 0004 1936 8331) 
 Western University, Department of Mechanical and Materials Engineering, London, Canada (GRID:grid.39381.30) (ISNI:0000 0004 1936 8884) 
10  University of Toronto, Department of Chemistry, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938) 
11  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.17063.33) (ISNI:0000 0004 0500 0659) 
12  Health Sciences North Research Institute, Sudbury, Canada (GRID:grid.420638.b) (ISNI:0000 0000 9741 4533) 
13  Toronto Metropolitan University, Department of Chemistry and Biology, Toronto, Canada (GRID:grid.68312.3e) (ISNI:0000 0004 1936 9422) 
14  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.68312.3e) (ISNI:0000 0004 0500 0659) 
15  Carleton University, Department of Civil and Environmental Engineering, Ottawa, Canada (GRID:grid.34428.39) (ISNI:0000 0004 1936 893X) 
16  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.34428.39) (ISNI:0000 0004 0500 0659) 
17  McMaster University, Department of Pathology and Molecular Medicine, Hamilton, Canada (GRID:grid.25073.33) (ISNI:0000 0004 1936 8227) 
18  University of Toronto, Department of Chemical Engineering and Applied Chemistry, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938) 
19  University of Windsor, Great Lakes Institute for Environmental Research, Windsor, Canada (GRID:grid.267455.7) (ISNI:0000 0004 1936 9596) 
20  Ontario Tech University, Faculty of Sciences, Oshawa, Canada (GRID:grid.266904.f) (ISNI:0000 0000 8591 5963) 
21  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0004 0500 0659) 
22  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.266904.f) (ISNI:0000 0004 0500 0659) 
23  Toronto Metropolitan University, Department of Geography and Environmental Studies, Toronto, Canada (GRID:grid.68312.3e) (ISNI:0000 0004 1936 9422) 
24  University of Guelph, School of Environmental Sciences, Guelph, Canada (GRID:grid.34429.38) (ISNI:0000 0004 1936 8198) 
25  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.39381.30) (ISNI:0000 0004 0500 0659) 
26  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.420638.b) (ISNI:0000 0004 0500 0659) 
27  Trent University, Forensic Science Department, Peterborough, Canada (GRID:grid.52539.38) (ISNI:0000 0001 1090 2022) 
28  The Ottawa Hospital Research Institute, Ottawa, Canada (GRID:grid.267455.7) (ISNI:0000 0004 0500 0659) 
29  Queen’s University, Department of Civil Engineering, Kingston, Canada (GRID:grid.410356.5) (ISNI:0000 0004 1936 8331) 
Pages
3728
Publication year
2024
Publication date
2024
Publisher
Nature Publishing Group
e-ISSN
20452322
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2926326711
Copyright
© The Author(s) 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.