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疫苗预防 SARS-CoV-2 传播的数学建模。

Mathematical Modeling of Vaccines That Prevent SARS-CoV-2 Transmission.

机构信息

Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.

TIMC-IMAG/BCM, Université Grenoble Alpes, 38000 Grenoble, France.

出版信息

Viruses. 2021 Sep 24;13(10):1921. doi: 10.3390/v13101921.

DOI:10.3390/v13101921
PMID:34696352
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8539635/
Abstract

SARS-CoV-2 vaccine clinical trials assess efficacy against disease (VE), the ability to block symptomatic COVID-19. They only partially discriminate whether VE is mediated by preventing infection completely, which is defined as detection of virus in the airways (VE), or by preventing symptoms despite infection (VE). Vaccine efficacy against transmissibility given infection (VE), the decrease in secondary transmissions from infected vaccine recipients, is also not measured. Using mathematical modeling of data from King County Washington, we demonstrate that if the Moderna (mRNA-1273QS) and Pfizer-BioNTech (BNT162b2) vaccines, which demonstrated VE > 90% in clinical trials, mediate VE by VE, then a limited fourth epidemic wave of infections with the highly infectious B.1.1.7 variant would have been predicted in spring 2021 assuming rapid vaccine roll out. If high VE is explained by VE, then high VE would have also been necessary to limit the extent of this fourth wave. Vaccines which completely protect against infection or secondary transmission also substantially lower the number of people who must be vaccinated before the herd immunity threshold is reached. The limited extent of the fourth wave suggests that the vaccines have either high VE or both high VE and high VE against B.1.1.7. Finally, using a separate intra-host mathematical model of viral kinetics, we demonstrate that a 0.6 log vaccine-mediated reduction in average peak viral load might be sufficient to achieve 50% VE which suggests that human challenge studies with a relatively low number of infected participants could be employed to estimate all three vaccine efficacy metrics.

摘要

SARS-CoV-2 疫苗临床试验评估对疾病的功效(VE),即阻止有症状 COVID-19 的能力。它们只能部分区分 VE 是否通过完全阻止感染来介导,这被定义为在呼吸道中检测到病毒(VE),或者通过尽管感染仍阻止症状(VE)来介导。接种感染后疫苗对传染性(VE)的功效,即从接种疫苗的感染者那里减少二次传播,也没有被测量。我们使用华盛顿金县的数据的数学模型表明,如果 Moderna(mRNA-1273QS)和辉瑞-BioNTech(BNT162b2)疫苗在临床试验中表现出的 VE>90%,通过 VE 来介导 VE,那么假设快速推出疫苗,春季 2021 预计会出现由高传染性 B.1.1.7 变异株引起的第四波感染。如果高 VE 由 VE 解释,那么为了限制第四波的程度,也需要高 VE。完全防止感染或二次传播的疫苗也会大大降低在达到群体免疫阈值之前需要接种疫苗的人数。第四波的有限程度表明,疫苗要么具有高 VE,要么具有高 VE 和针对 B.1.1.7 的高 VE。最后,我们使用病毒动力学的独立宿主内数学模型表明,平均峰值病毒载量降低 0.6 个对数可能足以实现 50%的 VE,这表明可以采用具有相对较少感染参与者的人体挑战研究来估计所有三种疫苗功效指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/93c8/8539635/8b270f040c25/viruses-13-01921-g007.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/93c8/8539635/8b270f040c25/viruses-13-01921-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/93c8/8539635/96392441c28f/viruses-13-01921-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/93c8/8539635/d61ed49c45b2/viruses-13-01921-g002.jpg
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