ArticleEnvironmental advances2023
Monitoring of COVID-19 in wastewater across the Eastern Upper Peninsula of Michigan.
Article in Environmental advances, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 18 citations in OpenAlex.
- Wastewater Respiratory Virus Surveillance in Remote Community, Alaska, USA, 2022-2024.Emerging infectious diseases · 2026Article
- Article
- Near-source wastewater surveillance as a non-invasive tool for disease detection in prisons.Scientific reports · 2026Article
- Advancing health equity in wastewater-based epidemiology: A global critical review and conceptual framework.SSM - population health · 2025Review
- Wastewater sequencing from a rural community enables identification of widespread adaptive mutations in a SARS-CoV-2 alpha variant.Scientific reports · 2025Article
- Article
- Epidemiological model can forecast COVID-19 outbreaks from wastewater-based surveillance in rural communities.Water research · 2025Article
- Article
- Determining the connectivity of tribal communities to wastewater treatment facilities for use in environmental contamination and exposure assessments by wastewater-based surveillance.Journal of exposure science & environmental epidemiology · 2024Article
- Fate-and-transport modeling of SARS-CoV-2 for rural wastewater-based epidemiology application benefit.Heliyon · 2024Article
- Chronic shedding of a SARS-CoV-2 Alpha variant in wastewater.BMC genomics · 2024Article
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wastewater-based epidemiology is being used as a tool to monitor the spread of COVID-19 and provide an early warning for the presence or increase of clinical cases in a community. The majority of wastewater-based epidemiology for COVID-19 tracking has been utilized in sewersheds that service populations in the tens-to-hundreds of thousands. Few studies have been conducted to assess the usefulness of wastewater in predicting COVID-19 clinical cases specifically in rural areas. This study collected samples from 16 locations across the Eastern Upper Peninsula of Michigan from June to December 2021. Sampling locations included 12 rural municipalities, a Tribal housing community and casino, a public university, three municipalities that also contained a prison, and a small island with heavy tourist traffic. Samples were analyzed for SARS-CoV-2 N1, N2, and variant gene copies using reverse transcriptase droplet digital polymerase chain reaction (RT-ddPCR). Wastewater N1 and N2 gene copies and clinical case counts were correlated to determine if wastewater results were predictive of clinical cases. Significant correlation between N1 and N2 gene copies and clinical cases was found for all sites (⍴= 0.89 to 0.48). N1 and N2 wastewater results were predictive of clinical case trends within 0-7 days. The Delta variant was detected in the Pickford and St. Ignace samples more than 12-days prior to the first reported Delta clinical cases in their respective counties. Locations with low correlation could be attributed to their high rates of tourism. This is further supported by the high correlation seen in the public university, which is a closed population. Long-term wastewater monitoring over a large, rural geographic area is useful for informing the public of potential outbreaks in the community regardless of asymptomatic cases and access to clinical testing.
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