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Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases

BACKGROUND: Recent studies indicate that the population-level SARS-CoV-2 cycle threshold (Ct) values can inform the trajectory of the pandemic. The presented study investigates the potential of Ct values in predicting the future of COVID-19 cases. We also determined whether the presence of symptoms...

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Autores principales: Shoaib, Naila, Iqbal, Asim, Shah, Farhad Ali, Zainab, Wajeeha, Qasim, Maham, Zerqoon, Noore, Naseem, Muhammad Omer, Munir, Rimsha, Zaidi, Nousheen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9997994/
https://www.ncbi.nlm.nih.gov/pubmed/36893098
http://dx.doi.org/10.1371/journal.pone.0281899
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author Shoaib, Naila
Iqbal, Asim
Shah, Farhad Ali
Zainab, Wajeeha
Qasim, Maham
Zerqoon, Noore
Naseem, Muhammad Omer
Munir, Rimsha
Zaidi, Nousheen
author_facet Shoaib, Naila
Iqbal, Asim
Shah, Farhad Ali
Zainab, Wajeeha
Qasim, Maham
Zerqoon, Noore
Naseem, Muhammad Omer
Munir, Rimsha
Zaidi, Nousheen
author_sort Shoaib, Naila
collection PubMed
description BACKGROUND: Recent studies indicate that the population-level SARS-CoV-2 cycle threshold (Ct) values can inform the trajectory of the pandemic. The presented study investigates the potential of Ct values in predicting the future of COVID-19 cases. We also determined whether the presence of symptoms could change the correlation between Ct values and future cases. METHODS: We examined the individuals (n = 8660) that consulted different sample collection points of a private diagnostic center in Pakistan for COVID-19 testing between June 2020 and December 2021. The medical assistant collected clinical and demographic information. The nasopharyngeal swab specimens were taken from the study participants and real-time reverse transcriptase polymerase chain reaction (RT-PCR) was used to detect SARS-CoV-2 in these samples. RESULTS: We observed that median Ct values display significant temporal variations, which show an inverse relationship with future cases. The monthly overall median Ct values negatively correlated with the number of cases occurring one month after specimen collection (r = -0.588, p <0.05). When separately analyzed, Ct values for symptomatic cases displayed a weak negative correlation (r = -0.167, p<0.05), while Ct values from asymptomatic cases displayed a stronger negative correlation (r = -0.598, p<0.05) with the number of cases in the subsequent months. Predictive modeling using these Ct values closely forecasted the increase or decrease in the number of cases of the subsequent month. CONCLUSIONS: Decreasing population-level median Ct values for asymptomatic COVID-19 cases appear to be a leading indicator for predicting future COVID-19 cases.
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spelling pubmed-99979942023-03-10 Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases Shoaib, Naila Iqbal, Asim Shah, Farhad Ali Zainab, Wajeeha Qasim, Maham Zerqoon, Noore Naseem, Muhammad Omer Munir, Rimsha Zaidi, Nousheen PLoS One Research Article BACKGROUND: Recent studies indicate that the population-level SARS-CoV-2 cycle threshold (Ct) values can inform the trajectory of the pandemic. The presented study investigates the potential of Ct values in predicting the future of COVID-19 cases. We also determined whether the presence of symptoms could change the correlation between Ct values and future cases. METHODS: We examined the individuals (n = 8660) that consulted different sample collection points of a private diagnostic center in Pakistan for COVID-19 testing between June 2020 and December 2021. The medical assistant collected clinical and demographic information. The nasopharyngeal swab specimens were taken from the study participants and real-time reverse transcriptase polymerase chain reaction (RT-PCR) was used to detect SARS-CoV-2 in these samples. RESULTS: We observed that median Ct values display significant temporal variations, which show an inverse relationship with future cases. The monthly overall median Ct values negatively correlated with the number of cases occurring one month after specimen collection (r = -0.588, p <0.05). When separately analyzed, Ct values for symptomatic cases displayed a weak negative correlation (r = -0.167, p<0.05), while Ct values from asymptomatic cases displayed a stronger negative correlation (r = -0.598, p<0.05) with the number of cases in the subsequent months. Predictive modeling using these Ct values closely forecasted the increase or decrease in the number of cases of the subsequent month. CONCLUSIONS: Decreasing population-level median Ct values for asymptomatic COVID-19 cases appear to be a leading indicator for predicting future COVID-19 cases. Public Library of Science 2023-03-09 /pmc/articles/PMC9997994/ /pubmed/36893098 http://dx.doi.org/10.1371/journal.pone.0281899 Text en © 2023 Shoaib et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Shoaib, Naila
Iqbal, Asim
Shah, Farhad Ali
Zainab, Wajeeha
Qasim, Maham
Zerqoon, Noore
Naseem, Muhammad Omer
Munir, Rimsha
Zaidi, Nousheen
Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title_full Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title_fullStr Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title_full_unstemmed Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title_short Population-level median cycle threshold (Ct) values for asymptomatic COVID-19 cases can predict the trajectory of future cases
title_sort population-level median cycle threshold (ct) values for asymptomatic covid-19 cases can predict the trajectory of future cases
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9997994/
https://www.ncbi.nlm.nih.gov/pubmed/36893098
http://dx.doi.org/10.1371/journal.pone.0281899
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