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Download fileEmerging Vaccine-Breakthrough SARS-CoV‑2 Variants
journal contribution
posted on 2022-02-08, 21:44 authored by Rui Wang, Jiahui Chen, Yuta Hozumi, Changchuan Yin, Guo-Wei WeiThe
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.
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induced evolutionary pressurehighly vaccinated countriesco -) mutationstopological data analysis130 human antibodiesescape mutations becomemolecular mechanism underlyingforecast emerging vaccineanalyze emerging vaccineescape existing vaccinesinfectivity strengthening mutations2 evolution mechanismmolecular mechanismemerging vaccinedegenerate mutationsproof vaccinesmutational datamonoclonal antibodiesmain mechanism2 variants2 transmission2 genomesviral evolutionurgent needunited statesunited kingdomspike proteinquantitatively explainedprevailing variantsnatural selectionnamely alphan501y ].n501y ],massive growthidentify setshigh likelihoodelusive duedeep learningbreakthrough variants19 infections