posted on 2022-02-08, 21:44authored byRui Wang, Jiahui Chen, Yuta Hozumi, Changchuan Yin, Guo-Wei Wei
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.