Clinical Surveillance Identifies SARS-CoV-2 Outbreaks and Emergence of Novel Variants in Real-Time

Publication date: Sep 10, 2025

Monitoring community health and tracking SARS-CoV-2 evolution were critical priorities throughout the COVID-19 pandemic. However, widespread shortages of personal protec-tive equipment, the necessity for social distancing, and the redeployment of healthcare personnel to clinical duties presented significant barriers to traditional sample collection. In this study, we evaluated the feasibility of using self-collected saliva specimens for the qualitative detection of SARS-CoV-2 infection. Following confirmation of reliable viral de-tection in saliva, we established a large-scale surveillance program in Arizona, USA, to enable clinical diagnosis and genomic sequencing from self-collected samples. Between April 2020 and December 2023, we tested approximately 1.4 million saliva samples using RT-PCR, identifying 94,330 SARS-CoV-2 infections. Whole genome sequencing was per-formed on 69,595 samples, yielding 54,040 high-quality consensus genomes. This sur-veillance approach enabled real-time monitoring of infection trends, outbreak detection within specific populations, and the identification of novel viral lineages over the course of the pandemic. The co-location of clinical testing and sequencing capabilities within the same facility significantly reduced turnaround time from the identification of positive cases to the generation of sequencing data. Our findings support the use of self-collected saliva as a scalable, cost-effective, and practical strategy for infectious disease surveillance in future pandemics.

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Concepts Keywords
Alaska Collected
Biosystems Cov
Coronavirus Detection
July Figure
Testing318 Medrxiv
Observed
Pcr
Preprint
Saliva
Sars
Sequencing
Surveillance
Taqpath
Test
Testing

Semantics

Type Source Name
disease MESH COVID-19 pandemic
pathway REACTOME SARS-CoV-2 Infection
disease IDO quality
disease MESH infection
disease IDO facility
disease MESH infectious disease
pathway REACTOME Infectious disease
disease MESH emergency
disease MESH respiratory infections
disease IDO nucleic acid
disease IDO assay
disease IDO virulence
drug DRUGBANK Stavudine
drug DRUGBANK Ethanol
disease IDO site
drug DRUGBANK Etoperidone
drug DRUGBANK Trimebutine
drug DRUGBANK Methylergometrine
drug DRUGBANK Gold
drug DRUGBANK Ademetionine
disease MESH viral load
disease MESH mutation frequency
drug DRUGBANK Esomeprazole
drug DRUGBANK Amlodipine
disease IDO infectivity
disease MESH co infection
disease IDO pathogen
disease IDO pathogen surveillance
drug DRUGBANK Coenzyme M

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