ArticleThe Science of the total environment2022
Wastewater to clinical case (WC) ratio of COVID-19 identifies insufficient clinical testing, onset of new variants of concern and population immunity in urban communities.
Article in The Science of the total environment, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
- Article
- Variability of Clinical Metrics in Small Population Communities Drive Perceived Wastewater and Environmental Surveillance Data Quality: Ontario, Canada-Wide Study.ACS ES&T water · 2025Article
- Association between SARS-CoV-2 in wastewater and COVID-19 hospitalizations in three countries, 2022-2024.Frontiers in public health · 2025Article
- The first detection of SARS-CoV-2 RNA in the wastewater of Bucharest, Romania.Scientific reports · 2024Article
- SARS-CoV-2 viral titer measurements in Ontario, Canada wastewaters throughout the COVID-19 pandemic.Scientific data · 2024Article
- Temporal assessment of SARS-CoV-2 detection in wastewater and its epidemiological implications in COVID-19 case dynamics.Heliyon · 2024Article
- Wastewater-based surveillance as a tool for public health action: SARS-CoV-2 and beyond.Clinical microbiology reviews · 2024Review
- Emergence and spread of SARS-CoV-2 variants of concern in Canada: a retrospective analysis from clinical and wastewater data.BMC infectious diseases · 2024Article
- Underestimation of SARS-CoV-2 in wastewater due to single or double mutations in the N1 qPCR probe binding region.Water research X · 2024Article
- An exploration of the relationship between wastewater viral signals and COVID-19 hospitalizations in Ottawa, Canada.Infectious Disease Modelling · 2023Article
- Bayesian sequential approach to monitor COVID-19 variants through test positivity rate from wastewater.mSystems · 2023Article
- A Potent Recombinant Polyclonal Antibody Therapeutic for Protection Against New Severe Acute Respiratory Syndrome Coronavirus 2 Variants of Concern.The Journal of infectious diseases · 2023Article
- Diminished Neutralization Capacity of SARS-CoV-2 Omicron BA.1 in Donor Plasma Collected from January to March 2021.Microbiology spectrum · 2023Article
- Omicron COVID-19 Case Estimates Based on Previous SARS-CoV-2 Wastewater Load, Regional Municipality of Peel, Ontario, Canada.Emerging infectious diseases · 2023Article
- Simple methods for early warnings of COVID-19 surges: Lessons learned from 21 months of wastewater and clinical data collection in Detroit, Michigan, United States.The Science of the total environment · 2023Article
- Bayesian sequential approach to monitor COVID-19 variants through positivity rate from wastewater.medRxiv : the preprint server for health sciences · 2023Article
- Assessment of seasonality and normalization techniques for wastewater-based surveillance in Ontario, Canada.Frontiers in public health · 2023Article
- Expansion of wastewater-based disease surveillance to improve health equity in California's Central Valley: sequential shifts in case-to-wastewater and hospitalization-to-wastewater ratios.Frontiers in public health · 2023Article
- Contextualizing Wastewater-Based surveillance in the COVID-19 vaccination era.Environment international · 2023Review
- Actionable wastewater surveillance: application to a university residence hall during the transition between Delta and Omicron resurgences of COVID-19.Frontiers in public health · 2023Article
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Authors and funding
28 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Clinical testing has been the cornerstone of public health monitoring and infection control efforts in communities throughout the COVID-19 pandemic. With the anticipated reduction of clinical testing as the disease moves into an endemic state, SARS-CoV-2 wastewater surveillance (WWS) will have greater value as an important diagnostic tool. An in-depth analysis and understanding of the metrics derived from WWS is required to interpret and utilize WWS-acquired data effectively (McClary-Gutierrez et al., 2021; O'Keeffe, 2021). In this study, the SARS-CoV-2 wastewater signal to clinical cases (WC) ratio was investigated across seven cities in Canada over periods ranging from 8 to 21 months. This work demonstrates that significant increases in the WC ratio occurred when clinical testing eligibility was modified to appointment-only testing, identifying a period of insufficient clinical testing (resulting in a reduction to testing access and a reduction in the number of daily tests) in these communities, despite increases in the wastewater signal. Furthermore, the WC ratio decreased significantly in 6 of the 7 studied locations, serving as a potential signal of the emergence of the Alpha variant of concern (VOC) in a relatively non-immunized community (40-60 % allelic proportion), while a more muted decrease in the WC ratio signaled the emergence of the Delta VOC in a relatively well-immunized community (40-60 % allelic proportion). Finally, a significant decrease in the WC ratio signaled the emergence of the Omicron VOC, likely because of the variant's greater effectiveness at evading immunity, leading to a significant number of new reported clinical cases, even when community immunity was high. The WC ratio, used as an additional monitoring metric, could complement clinical case counts and wastewater signals as individual metrics in its potential ability to identify important epidemiological occurrences, adding value to WWS as a diagnostic technology during the COVID-19 pandemic and likely for future pandemics.
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