Relating SARS-CoV-2 shedding rate in wastewater to daily positive tests data: A consistent model based approach.


Journal

The Science of the total environment
ISSN: 1879-1026
Titre abrégé: Sci Total Environ
Pays: Netherlands
ID NLM: 0330500

Informations de publication

Date de publication:
10 Feb 2022
Historique:
received: 05 07 2021
revised: 15 09 2021
accepted: 02 10 2021
pubmed: 11 10 2021
medline: 24 12 2021
entrez: 10 10 2021
Statut: ppublish

Résumé

During the COVID-19 pandemic, wastewater-based epidemiology (WBE) has been engaged to complement medical surveillance and in some cases to also act as an early diagnosis indicator of viral spreading in the community. Most efforts worldwide by the scientific community and commercial companies focus on the formulation of protocols for SARS-CoV-2 analysis in wastewater and approaches addressing the quantitative relationship between WBE and medical surveillance are lacking. In the present study, a mathematical model is developed which uses as input the number of daily positive medical tests together with the highly non-linear shedding rate curve of individuals to estimate the evolution of global virus shedding rate in wastewater along calendar days. A comprehensive parametric study by the model using as input actual medical surveillance and WBE data for the city of Thessaloniki (~700,000 inhabitants, North Greece) during the outbreak of November 2020 reveals the conditions under which WBE can be used as an early warning tool for predicting pandemic outbreaks. It is shown that early warning capacity is different along the days of an outbreak and depends strongly on the number of days apart between the day of maximum shedding rate of infected individuals in their disease cycle and the day of their medical testing. The present data indicate for Thessaloniki an average early warning capacity of around 2 days. Moreover, the data imply that there exists a proportion between unreported cases (asymptomatic persons with mild symptoms that do not seek medical advice) and reported cases. The proportion increases with the number of reported cases. The early detection capacity of WBE improves substantially in the presence of an increasing number of unreported cases. For Thessaloniki at the peak of the pandemic in mid-November 2020, the number of unreported cases reached a maximum around 4 times the number of reported cases.

Identifiants

pubmed: 34627900
pii: S0048-9697(21)05916-7
doi: 10.1016/j.scitotenv.2021.150838
pmc: PMC8497956
pii:
doi:

Substances chimiques

Waste Water 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

150838

Informations de copyright

Copyright © 2021 The Authors. Published by Elsevier B.V. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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Auteurs

M Petala (M)

Laboratory of Environmental Engineering & Planning, Department of Civil Engineering, Aristotle University of Thessaloniki, Thessaloniki 54 124, Greece.

M Kostoglou (M)

Laboratory of Chemical and Environmental Technology, Dept. of Chemistry, Aristotle University of Thessaloniki, 54 124, Thessaloniki 54124, Greece.

Th Karapantsios (T)

Laboratory of Chemical and Environmental Technology, Dept. of Chemistry, Aristotle University of Thessaloniki, 54 124, Thessaloniki 54124, Greece. Electronic address: karapant@chem.auth.gr.

C I Dovas (CI)

Faculty of Veterinary Medicine, School of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece.

Th Lytras (T)

National Public Health Organization, Athens, Greece; European University Cyprus, Nicosia, Cyprus.

D Paraskevis (D)

National and Kapodistrian University of Athens, Athens, Greece.

E Roilides (E)

Infectious Diseases Unit and 3rd Department of Pediatrics, Aristotle University School of Health Sciences, Hippokration Hospital, Thessaloniki 54642, Greece.

A Koutsolioutsou-Benaki (A)

Department of Environmental Health, Directory of Epidemiology and Prevention of Non Communicable Diseases and Injuries, National Public Health Organization, Athens, Greece.

G Panagiotakopoulos (G)

National Public Health Organization, Athens, Greece.

V Sypsa (V)

National and Kapodistrian University of Athens, Athens, Greece.

S Metallidis (S)

Department of Haematology, First Department of Internal Medicine, Faculty of Medicine, AHEPA General Hospital, Aristotle University of Thessaloniki, Thessaloniki 54636, Greece.

A Papa (A)

Department of Microbiology, Medical School, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece.

E Stylianidis (E)

School of Spatial Planning and Development, Faculty of Engineering, Aristotle University of Thessaloniki, 54124, Greece.

A Papadopoulos (A)

EYATH S.A., Thessaloniki Water Supply and Sewerage Company S.A., Thessaloniki 54636, Greece.

S Tsiodras (S)

National and Kapodistrian University of Athens, Athens, Greece.

N Papaioannou (N)

Faculty of Veterinary Medicine, School of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece.

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