Novel sampling strategy for regular nucleic acid testing in low risk areas during epidemics

Large-scale regular nucleic acid testing (NAT) such as Regular-1/7, played a crucial role in the successful and sustained containment of COVID-19 in China, enabling rapid case detection in low-risk areas. However, Regular-1/7 strategies are extremely costly and time-consuming. To address these challenges and facilitate the broader implementation of large-scale NAT during outbreaks of highly contagious diseases with long incubation periods, we propose a novel sampling strategy called Weighted Hub and Time Sampling (WHTS). This strategy considers the intensity of social activity, the degree of social overlap, and the time interval since the last NAT for each individual. Based on a scale-free contact network model, we simulated the spread of scenario in a community and compared the performance of the WHTS strategy to the Regular-1/7 strategy in terms of cost reduction and shorter alert time. The results show that WHTS-1/14 strategy can save half of the cost, and WHTS-1/7 strategy can alert 1.0 days in advance, compared to Regular-1/7 strategy. Additionally, The WHTS-1/14 strategy also achieves promising results under various scenarios, even though it samples half as many people as the Regular-1/7 strategy. Our study offers a valuable reference for large-scale testing in future efforts to manage emerging infectious diseases.

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Publication Details

Journal
Scientific Reports
Published
2024-11-15
DOI
https://doi.org/10.1038/s41598-024-79990-z
Citations
1
Primary Topic
SARS-CoV-2 detection and testing
Type
article
Field-Weighted Citation Impact
0.39
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article

Novel sampling strategy for regular nucleic acid testing in low risk areas during epidemics

Yi Xiao, Jianjun Huang, Yuan Chen, Zheming Yuan
1 citations
Scientific Reports
SARS-CoV-2 detection and testing
0.39
article

Novel sampling strategy for regular nucleic acid testing in low risk areas during epidemics

Yi Xiao, Jianjun Huang, Yuan Chen, Zheming Yuan
article en
1 citations

Abstract

Large-scale regular nucleic acid testing (NAT) such as Regular-1/7, played a crucial role in the successful and sustained containment of COVID-19 in China, enabling rapid case detection in low-risk areas. However, Regular-1/7 strategies are extremely costly and time-consuming. To address these challenges and facilitate the broader implementation of large-scale NAT during outbreaks of highly contagious diseases with long incubation periods, we propose a novel sampling strategy called Weighted Hub and Time Sampling (WHTS). This strategy considers the intensity of social activity, the degree of social overlap, and the time interval since the last NAT for each individual. Based on a scale-free contact network model, we simulated the spread of scenario in a community and compared the performance of the WHTS strategy to the Regular-1/7 strategy in terms of cost reduction and shorter alert time. The results show that WHTS-1/14 strategy can save half of the cost, and WHTS-1/7 strategy can alert 1.0 days in advance, compared to Regular-1/7 strategy. Additionally, The WHTS-1/14 strategy also achieves promising results under various scenarios, even though it samples half as many people as the Regular-1/7 strategy. Our study offers a valuable reference for large-scale testing in future efforts to manage emerging infectious diseases.

Scientific ReportsVol. 14(1)
Hunan Agricultural Products (China) (CN), Hunan Agricultural University (CN)
Good health and well-being
Openalex Percentile: Top 35%
SARS-CoV-2 detection and testing
0.39
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Novel sampling strategy for regular nucleic acid testing in low risk areas during epidemics — Yi Xiao, Jianjun Huang, et al. · Scientific Reports (2024) | TGRS Research Map | TGRS