Assessing wastewater-based epidemiology for the prediction of SARS-CoV-2 incidence in Catalonia

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作者
Bernat Joseph-Duran
Albert Serra-Compte
Miquel Sàrrias
Susana Gonzalez
Daniel López
Clara Prats
Martí Català
Enric Alvarez-Lacalle
Sergio Alonso
Marina Arnaldos
机构
[1] CETAQUA Water Technology Center,Department of Physics
[2] Universitat Politècnica de Catalunya (UPC-BarcelonaTech),Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences (NDORMS)
[3] University of Oxford,undefined
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Scientific Reports | / 12卷
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摘要
While wastewater-based epidemiology has proven a useful tool for epidemiological surveillance during the COVID-19 pandemic, few quantitative models comparing virus concentrations in wastewater samples and cumulative incidence have been established. In this work, a simple mathematical model relating virus concentration and cumulative incidence for full contagion waves was developed. The model was then used for short-term forecasting and compared to a local linear model. Both scenarios were tested using a dataset composed of samples from 32 wastewater treatment plants and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) incidence data covering the corresponding geographical areas during a 7-month period, including two contagion waves. A population-averaged dataset was also developed to model and predict the incidence over the full geography. Overall, the mathematical model based on wastewater data showed a good correlation with cumulative cases and allowed us to anticipate SARS-CoV-2 incidence in one week, which is of special relevance in situations where the epidemiological monitoring system cannot be fully implemented.
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