Marginal effects of public health measures and COVID-19 disease burden in China: A large-scale modelling study.

IF 4.3 2区 生物学 PLoS Computational Biology Pub Date : 2023-09-18 eCollection Date: 2023-09-01 DOI:10.1371/journal.pcbi.1011492
Zengmiao Wang, Peiyi Wu, Lin Wang, Bingying Li, Yonghong Liu, Yuxi Ge, Ruixue Wang, Ligui Wang, Hua Tan, Chieh-Hsi Wu, Marko Laine, Henrik Salje, Hongbin Song
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Abstract

China had conducted some of the most stringent public health measures to control the spread of successive SARS-CoV-2 variants. However, the effectiveness of these measures and their impacts on the associated disease burden have rarely been quantitatively assessed at the national level. To address this gap, we developed a stochastic age-stratified metapopulation model that incorporates testing, contact tracing and isolation, based on 419 million travel movements among 366 Chinese cities. The study period for this model began from September 2022. The COVID-19 disease burden was evaluated, considering 8 types of underlying health conditions in the Chinese population. We identified the marginal effects between the testing speed and reduction in the epidemic duration. The findings suggest that assuming a vaccine coverage of 89%, the Omicron-like wave could be suppressed by 3-day interval population-level testing (PLT), while it would become endemic with 4-day interval PLT, and without testing, it would result in an epidemic. PLT conducted every 3 days would not only eliminate infections but also keep hospital bed occupancy at less than 29.46% (95% CI, 22.73-38.68%) of capacity for respiratory illness and ICU bed occupancy at less than 58.94% (95% CI, 45.70-76.90%) during an outbreak. Furthermore, the underlying health conditions would lead to an extra 2.35 (95% CI, 1.89-2.92) million hospital admissions and 0.16 (95% CI, 0.13-0.2) million ICU admissions. Our study provides insights into health preparedness to balance the disease burden and sustainability for a country with a population of billions.

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公共卫生措施的边际效应与中国新冠肺炎疾病负担:一项大型模型研究。
中国采取了一些最严格的公共卫生措施来控制连续出现的严重急性呼吸系统综合征冠状病毒2型变种的传播。然而,这些措施的有效性及其对相关疾病负担的影响很少在国家一级得到定量评估。为了解决这一差距,我们基于366个中国城市的4.19亿次旅行,开发了一个包含检测、接触者追踪和隔离的随机年龄分层集合人口模型。该模型的研究期从2022年9月开始。考虑到中国人口的8种潜在健康状况,对新冠肺炎疾病负担进行了评估。我们确定了检测速度和疫情持续时间缩短之间的边际效应。研究结果表明,假设疫苗覆盖率为89%,奥密克戎样波可以通过3天间隔的人群水平检测(PLT)来抑制,而它将在4天间隔的PLT中成为地方病,如果不进行检测,它将导致流行病。每3天进行一次PLT不仅可以消除感染,还可以使医院的床位占用率保持在呼吸道疾病容量的29.46%(95%CI,22.73-38.68%)以下,在疫情爆发期间,ICU床位占用率低于58.94%(95%CI,45.70-76.90%)。此外,潜在的健康状况将导致额外235万(95%置信区间,189-292)人入院,0.16万(95%可信区间,1-30.2)人入住重症监护室。我们的研究为一个拥有数十亿人口的国家平衡疾病负担和可持续性的卫生准备提供了见解。
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来源期刊
PLoS Computational Biology
PLoS Computational Biology 生物-生化研究方法
CiteScore
7.10
自引率
4.70%
发文量
820
期刊介绍: PLOS Computational Biology features works of exceptional significance that further our understanding of living systems at all scales—from molecules and cells, to patient populations and ecosystems—through the application of computational methods. Readers include life and computational scientists, who can take the important findings presented here to the next level of discovery. Research articles must be declared as belonging to a relevant section. More information about the sections can be found in the submission guidelines. Research articles should model aspects of biological systems, demonstrate both methodological and scientific novelty, and provide profound new biological insights. Generally, reliability and significance of biological discovery through computation should be validated and enriched by experimental studies. Inclusion of experimental validation is not required for publication, but should be referenced where possible. Inclusion of experimental validation of a modest biological discovery through computation does not render a manuscript suitable for PLOS Computational Biology. Research articles specifically designated as Methods papers should describe outstanding methods of exceptional importance that have been shown, or have the promise to provide new biological insights. The method must already be widely adopted, or have the promise of wide adoption by a broad community of users. Enhancements to existing published methods will only be considered if those enhancements bring exceptional new capabilities.
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