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Novel sampling strategy for regular nucleic acid testing in low risk areas during epidemics
Zheming Yuan1, Jianjun Huang1, Yi Xiao1
1Hunan Engineering and Technology Research Center for Agricultural Big Data Analysis and Decision-Making, Hunan Agricultural University, Changsha, 410128, China.
Scientific Reports
|November 15, 2024
Summary
A new Weighted Hub and Time Sampling (WHTS) strategy offers a cost-effective approach to large-scale nucleic acid testing (NAT) for infectious diseases. WHTS reduces costs by half while maintaining effective disease surveillance and early detection.
Area of Science:
- Epidemiology
- Public Health
- Infectious Disease Modeling
Background:
- Large-scale nucleic acid testing (NAT) was vital for COVID-19 containment in China.
- Existing regular testing strategies (e.g., Regular-1/7) are prohibitively expensive and time-consuming for widespread, long-term implementation.
- Highly contagious diseases with long incubation periods necessitate more efficient testing approaches.
Purpose of the Study:
- To introduce and evaluate a novel sampling strategy, Weighted Hub and Time Sampling (WHTS), for large-scale NAT.
- To compare the cost-effectiveness and alert timeliness of WHTS against traditional Regular-1/7 testing.
- To provide a scalable solution for infectious disease surveillance during outbreaks.
Main Methods:
- Developed the Weighted Hub and Time Sampling (WHTS) strategy, incorporating social activity intensity, overlap, and time since last NAT.
- Utilized a scale-free contact network model to simulate disease spread within a community.
- Compared WHTS performance (WHTS-1/14 and WHTS-1/7) against the Regular-1/7 strategy.
Main Results:
- The WHTS-1/14 strategy achieved a 50% cost reduction compared to Regular-1/7 testing.
- The WHTS-1/7 strategy provided an alert time advantage of 1.0 day over Regular-1/7.
- WHTS-1/14 demonstrated robust performance across various scenarios, despite testing half the number of individuals.
Conclusions:
- WHTS presents a significantly more cost-effective and efficient alternative for large-scale NAT during infectious disease outbreaks.
- The strategy offers improved early detection capabilities, crucial for managing diseases with long incubation periods.
- WHTS provides a valuable framework for optimizing public health surveillance and response strategies.
Keywords:
AlgorithmContact network modelEpidemic prevention and controlPublic healthRegular nucleic acid-testingWeighted hub and time sampling
