Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics
Abstract Population screening played a substantial role in safely reopening the economy and avoiding new outbreaks of COVID-19. PCR-based pooled screening makes it possible to test the population with limited resources by pooling multiple individual samples. Our study compared different population-w...
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Nature Portfolio
2021
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oai:doaj.org-article:60a8813644c74fe1bf851061521bbe842021-11-08T10:55:50ZOptimizing and evaluating PCR-based pooled screening during COVID-19 pandemics10.1038/s41598-021-01065-02045-2322https://doaj.org/article/60a8813644c74fe1bf851061521bbe842021-11-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-01065-0https://doaj.org/toc/2045-2322Abstract Population screening played a substantial role in safely reopening the economy and avoiding new outbreaks of COVID-19. PCR-based pooled screening makes it possible to test the population with limited resources by pooling multiple individual samples. Our study compared different population-wide screening methods as transmission-mitigating interventions, including pooled PCR, individual PCR, and antigen screening. Incorporating testing-isolation process and individual-level viral load trajectories into an epidemic model, we further studied the impacts of testing-isolation on test sensitivities. Results show that the testing-isolation process could maintain a stable test sensitivity during the outbreak by removing most infected individuals, especially during the epidemic decline. Moreover, we compared the efficiency, accuracy, and cost of different screening methods during the pandemic. Our results show that PCR-based pooled screening is cost-effective in reversing the pandemic at low prevalence. When the prevalence is high, PCR-based pooled screening may not stop the outbreak. In contrast, antigen screening with sufficient frequency could reverse the epidemic, despite the high cost and the large numbers of false positives in the screening process.Jiali YuYiduo HuangZuo-Jun ShenNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-14 (2021) |
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Medicine R Science Q Jiali Yu Yiduo Huang Zuo-Jun Shen Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
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Abstract Population screening played a substantial role in safely reopening the economy and avoiding new outbreaks of COVID-19. PCR-based pooled screening makes it possible to test the population with limited resources by pooling multiple individual samples. Our study compared different population-wide screening methods as transmission-mitigating interventions, including pooled PCR, individual PCR, and antigen screening. Incorporating testing-isolation process and individual-level viral load trajectories into an epidemic model, we further studied the impacts of testing-isolation on test sensitivities. Results show that the testing-isolation process could maintain a stable test sensitivity during the outbreak by removing most infected individuals, especially during the epidemic decline. Moreover, we compared the efficiency, accuracy, and cost of different screening methods during the pandemic. Our results show that PCR-based pooled screening is cost-effective in reversing the pandemic at low prevalence. When the prevalence is high, PCR-based pooled screening may not stop the outbreak. In contrast, antigen screening with sufficient frequency could reverse the epidemic, despite the high cost and the large numbers of false positives in the screening process. |
format |
article |
author |
Jiali Yu Yiduo Huang Zuo-Jun Shen |
author_facet |
Jiali Yu Yiduo Huang Zuo-Jun Shen |
author_sort |
Jiali Yu |
title |
Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
title_short |
Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
title_full |
Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
title_fullStr |
Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
title_full_unstemmed |
Optimizing and evaluating PCR-based pooled screening during COVID-19 pandemics |
title_sort |
optimizing and evaluating pcr-based pooled screening during covid-19 pandemics |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/60a8813644c74fe1bf851061521bbe84 |
work_keys_str_mv |
AT jialiyu optimizingandevaluatingpcrbasedpooledscreeningduringcovid19pandemics AT yiduohuang optimizingandevaluatingpcrbasedpooledscreeningduringcovid19pandemics AT zuojunshen optimizingandevaluatingpcrbasedpooledscreeningduringcovid19pandemics |
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