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基于建模的适应性控制策略设计,用于有效防范“X疾病”。

Modeling-based design of adaptive control strategy for the effective preparation of 'Disease X'.

作者信息

Wang Hao, Zhou Weike, Wang Xia, Xiao Yanni, Tang Sanyi, Tang Biao

机构信息

School of Mathematics and Statistics, Shaanxi Normal University, Xi'an, PR, 710062, China.

School of Mathematics, Northwest University, Xi'an, PR, 710127, China.

出版信息

BMC Med Inform Decis Mak. 2025 Feb 19;25(1):92. doi: 10.1186/s12911-025-02920-0.

Abstract

This study aims at exploring a general and adaptive control strategy to confront the rapid evolution of an emerging infectious disease ('Disease X'), drawing lessons from the management of COVID-19 in China. We employ a dynamic model incorporating age structures and vaccination statuses, which is calibrated using epidemic data. We therefore estimate the cumulative infection rate (CIR) during the first epidemic wave of Omicron variant after China relaxed its zero-COVID policy to be 82.9% (95% CI: 82.3%, 83.5%), with a case fatality rate (CFR) of 0.25% (95% CI: 0.248%, 0.253%). We further show that if the zero-COVID policy had been eased in January 2022, the CIR and CFR would have decreased to 81.64% and 0.205%, respectively, due to a higher level of immunity from vaccination. However, if we ease the zero-COVID policy during the circulation of Delta variant from June 2021, the CIR would decrease to 74.06% while the CFR would significantly increase to 1.065%. Therefore, in the face of a 'Disease X', the adaptive strategies should be guided by multiple factors, the 'zero-COVID-like' policy could be a feasible and effective way for the control of a variant with relative low transmissibility. However, we should ease the strategy as the virus matures into a new variant with much higher transmissibility, particularly when the population is at a high level of immunity.

摘要

本研究旨在探索一种通用的适应性控制策略,以应对新兴传染病(“X疾病”)的快速演变,借鉴中国新冠疫情的防控经验。我们采用了一个纳入年龄结构和疫苗接种状况的动态模型,并使用疫情数据进行校准。据此,我们估计在中国放宽新冠清零政策后,奥密克戎变异株第一波疫情期间的累计感染率(CIR)为82.9%(95%置信区间:82.3%,83.5%),病死率(CFR)为0.25%(95%置信区间:0.248%,0.253%)。我们进一步表明,如果在2022年1月放宽新冠清零政策,由于疫苗接种带来的更高免疫力水平,累计感染率和病死率将分别降至81.64%和0.205%。然而,如果在2021年6月德尔塔变异株传播期间放宽新冠清零政策,累计感染率将降至74.06%,而病死率将显著升至1.065%。因此,面对“X疾病”,适应性策略应受多种因素指导,“类新冠清零”政策可能是控制传播性相对较低变异株的一种可行且有效的方式。然而,随着病毒演变成传播性更高的新变异株,尤其是当人群免疫力处于较高水平时,我们应放宽该策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7d1e/11841272/4ae0c3e7e310/12911_2025_2920_Fig1_HTML.jpg

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