Emerging Vaccine-Breakthrough SARS-CoV-2 Variants

被引:43
作者
Wang, Rui [1 ]
Chen, Jiahui [1 ]
Hozumi, Yuta [1 ]
Yin, Changchuan [2 ]
Wei, Guo-Wei [3 ,4 ]
机构
[1] Michigan State Univ, Dept Math, E Lansing, MI 48824 USA
[2] Univ Illinois, Dept Math Stat & Comp Sci, Chicago, IL 60607 USA
[3] Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48824 USA
[4] Michigan State Univ, Dept Math, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
关键词
COVID-19; SARS-CoV-2; comutations; vaccine-breakthrough; vaccine-resistant; infectivity; RESPIRATORY-SYNDROME-CORONAVIRUS; RECEPTOR-BINDING DOMAIN; PROTEIN-STRUCTURE; MUTATIONS; MECHANISMS; TOPOLOGY; EFFICACY; ACE2;
D O I
10.1021/acsinfecdis.1c00557
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
The surge of COVID-19 infections has been fueled by new SARS-CoV-2 variants, namely Alpha, Beta, Gamma, Delta, and so forth. The molecular mechanism underlying such surge is elusive due to the existence of 28 554 unique mutations, including 4 653 non-degenerate mutations on the spike protein. Understanding the molecular mechanism of SARS-CoV-2 transmission and evolution is a prerequisite to foresee the trend of emerging vaccine-breakthrough variants and the design of mutation-proof vaccines and monoclonal antibodies. We integrate the genotyping of 1 489 884 SARS-CoV-2 genomes, a library of 130 human antibodies, tens of thousands of mutational data, topological data analysis, and deep learning to reveal SARS-CoV-2 evolution mechanism and forecast emerging vaccine-breakthrough variants. We show that prevailing variants can be quantitatively explained by infectivity-strengthening and vaccine-escape (co-)mutations on the spike protein RBD due to natural selection and/or vaccination-induced evolutionary pressure. We illustrate that infectivity strengthening mutations were the main mechanism for viral evolution, while vaccine-escape mutations become a dominating viral evolutionary mechanism among highly vaccinated populations. We demonstrate that Lambda is as infectious as Delta but is more vaccine-resistant. We analyze emerging vaccine-breakthrough comutations in highly vaccinated countries, including the United Kingdom, the United States, Denmark, and so forth. Finally, we identify sets of comutations that have a high likelihood of massive growth: [A411S, L452R, T478K], [L452R, T478K, N501Y], [V401L, L452R, T478K], [K417N, L452R, T478K], [L452R, T478K, E484K, N501Y], and [P384L, K417N, E484K, N501Y]. We predict they can escape existing vaccines. We foresee an urgent need to develop new virus combating strategies.
引用
收藏
页码:546 / 556
页数:11
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