Viral dynamics of acute SARS-CoV-2 infection and applications to diagnostic and public health strategies

SARS-CoV-2 infections are characterized by viral proliferation and clearance phases and can be followed by low-level persistent viral RNA shedding. The dynamics of viral RNA concentration, particularly in the early stages of infection, can inform clinical measures and interventions such as test-based screening. We used prospective longitudinal quantitative reverse transcription PCR testing to measure the viral RNA trajectories for 68 individuals during the resumption of the 2019-2020 National Basketball Association season. For 46 individuals with acute infections, we inferred the peak viral concentration and the duration of the viral proliferation and clearance phases. According to our mathematical model, we found that viral RNA concentrations peaked an average of 3.3 days (95% credible interval [CI] 2.5, 4.2) after first possible detectability at a cycle threshold value of 22.3 (95% CI 20.5, 23.9). The viral clearance phase lasted longer for symptomatic individuals (10.9 days [95% CI 7.9, 14.4]) than for asymptomatic individuals (7.8 days [95% CI 6.1, 9.7]). A second test within 2 days after an initial positive PCR test substantially improves certainty about a patient's infection stage. The effective sensitivity of a test intended to identify infectious individuals declines substantially with test turnaround time. These findings indicate that SARS-CoV-2 viral concentrations peak rapidly regardless of symptoms. Sequential tests can help reveal a patient's progress through infection stages. Frequent, rapid-turnaround testing is needed to effectively screen individuals before they become infectious.

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Publication Details

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UNC Libraries
Published
2025-05-14
DOI
https://doi.org/10.17615/38ds-jb04
Primary Topic
COVID-19 diagnosis using AI
Type
article
Field-Weighted Citation Impact
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article

Viral dynamics of acute SARS-CoV-2 infection and applications to diagnostic and public health strategies

Joseph R. Fauver, Stephen M. Kissler, Nathan D. Grubaugh, Yonatan H. Grad et al.
UNC Libraries
COVID-19 diagnosis using AI
article

Viral dynamics of acute SARS-CoV-2 infection and applications to diagnostic and public health strategies

Joseph R. Fauver, Stephen M. Kissler, Nathan D. Grubaugh, Yonatan H. Grad, Deverick J. Anderson, Chaney C. Kalinich, Chantal B. F. Vogels, Christina DeFilippo Mack, Isabel M. Ott, Jimmie Mancell, Caroline Gar-Ling Tai, David D. Ho, Sarah Jednak, Scott W. Olesen, Kristin Y. Shiue, Jay G. Wohlgemuth, James Weisberger, John P. DiFiori
article en

Abstract

SARS-CoV-2 infections are characterized by viral proliferation and clearance phases and can be followed by low-level persistent viral RNA shedding. The dynamics of viral RNA concentration, particularly in the early stages of infection, can inform clinical measures and interventions such as test-based screening. We used prospective longitudinal quantitative reverse transcription PCR testing to measure the viral RNA trajectories for 68 individuals during the resumption of the 2019-2020 National Basketball Association season. For 46 individuals with acute infections, we inferred the peak viral concentration and the duration of the viral proliferation and clearance phases. According to our mathematical model, we found that viral RNA concentrations peaked an average of 3.3 days (95% credible interval [CI] 2.5, 4.2) after first possible detectability at a cycle threshold value of 22.3 (95% CI 20.5, 23.9). The viral clearance phase lasted longer for symptomatic individuals (10.9 days [95% CI 7.9, 14.4]) than for asymptomatic individuals (7.8 days [95% CI 6.1, 9.7]). A second test within 2 days after an initial positive PCR test substantially improves certainty about a patient's infection stage. The effective sensitivity of a test intended to identify infectious individuals declines substantially with test turnaround time. These findings indicate that SARS-CoV-2 viral concentrations peak rapidly regardless of symptoms. Sequential tests can help reveal a patient's progress through infection stages. Frequent, rapid-turnaround testing is needed to effectively screen individuals before they become infectious.

UNC Libraries
University of North Carolina at Chapel Hill (US)
Openalex Percentile: Top 61%
COVID-19 diagnosis using AI
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