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一项建模研究,旨在确定学校和工作场所抗原筛查的指导方针,以减轻新冠疫情的爆发。

A modeling study to define guidelines for antigen screening in schools and workplaces to mitigate COVID-19 outbreaks.

作者信息

Jeong Yong Dam, Ejima Keisuke, Kim Kwang Su, Iwanami Shoya, Hart William S, Thompson Robin N, Jung Il Hyo, Iwami Shingo, Ajelli Marco, Aihara Kazuyuki

机构信息

Interdisciplinary Biology Laboratory (iBLab), Division of Biological Science, Graduate School of Science, Nagoya University, Nagoya, Japan.

Department of Mathematics, Pusan National University, Busan, South Korea.

出版信息

Commun Med (Lond). 2025 Jan 3;5(1):2. doi: 10.1038/s43856-024-00716-3.

DOI:10.1038/s43856-024-00716-3
PMID:39753869
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11699287/
Abstract

BACKGROUND

In-person interaction offers invaluable benefits to people. To guarantee safe in-person activities during a COVID-19 outbreak, effective identification of infectious individuals is essential. In this study, we aim to analyze the impact of screening with antigen tests in schools and workplaces on identifying COVID-19 infections.

METHODS

We assess the effectiveness of various screening test strategies with antigen tests in schools and workplaces through quantitative simulations. The primary outcome of our analyses is the proportion of infected individuals identified. The transmission process at the population level is modeled using a deterministic compartmental model. Infected individuals are identified through screening tests or symptom development. The time-varying sensitivity of antigen tests and infectiousness is determined by a viral dynamics model. Screening test strategies are characterized by the screening schedule, sensitivity of antigen tests, screening duration, timing of screening initiation, and available tests per person.

RESULTS

Here, we show that early and frequent screening is the key to maximizing the effectiveness of the screening program. For example, 44.5% (95% CI: 40.8-47.5) of infected individuals are identified by daily testing, whereas it is only 33.7% (95% CI: 30.5-37.3) when testing is performed at the end of the program duration. If high sensitivity antigen tests (Detection limit: copies/mL) are deployed, it reaches 69.3% (95% CI: 66.5-72.5).

CONCLUSIONS

High sensitivity antigen tests, high frequency screening tests, and immediate initiation of screening tests are important to safely restart educational and economic activities in-person. Our computational framework is useful for assessing screening programs by incorporating situation-specific factors.

摘要

背景

面对面互动对人们有极大益处。为在新冠疫情爆发期间确保安全的面对面活动,有效识别感染者至关重要。在本研究中,我们旨在分析在学校和工作场所进行抗原检测筛查对识别新冠感染的影响。

方法

我们通过定量模拟评估在学校和工作场所使用抗原检测进行各种筛查策略的有效性。我们分析的主要结果是识别出的感染个体比例。在人群层面的传播过程使用确定性 compartmental 模型进行建模。通过筛查测试或症状出现来识别感染个体。抗原检测的随时间变化的敏感性和传染性由病毒动力学模型确定。筛查测试策略的特征在于筛查时间表、抗原检测的敏感性、筛查持续时间、筛查开始时间以及每人可获得的检测次数。

结果

在此,我们表明早期和频繁筛查是使筛查计划有效性最大化的关键。例如,通过每日检测可识别出44.5%(95%置信区间:40.8 - 47.5)的感染个体,而在计划持续时间结束时进行检测时,这一比例仅为33.7%(95%置信区间:30.5 - 37.3)。如果部署高敏感性抗原检测(检测限:拷贝/毫升),这一比例可达69.3%(95%置信区间:66.5 - 72.5)。

结论

高敏感性抗原检测、高频筛查检测以及立即启动筛查检测对于安全重启面对面的教育和经济活动很重要。我们的计算框架通过纳入特定情况因素,对评估筛查计划很有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/703828086b49/43856_2024_716_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/a426f971e758/43856_2024_716_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/29e3beb4a9ab/43856_2024_716_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/46113f12bca1/43856_2024_716_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/a35a47abdc72/43856_2024_716_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/b18268951311/43856_2024_716_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/703828086b49/43856_2024_716_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/a426f971e758/43856_2024_716_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/29e3beb4a9ab/43856_2024_716_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/46113f12bca1/43856_2024_716_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/a35a47abdc72/43856_2024_716_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/b18268951311/43856_2024_716_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c849/11699287/703828086b49/43856_2024_716_Fig6_HTML.jpg

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