Evidence map›Paper›PMID 40295667›Full record

ArticleNpj viruses2023

Evolutionary trajectory of SARS-CoV-2 genome shifts during widespread vaccination and emergence of Omicron variant.

Kaitlyn Gayvert, Sheldon McKay, Wei Keat Lim, Alina Baum, Christos Kyratsous, Richard Copin, Gurinder S Atwal

Abstract read
In one paragraph

Article in Npj viruses, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Machine learning-guided rational engineering of ACE2-derived peptides for broad-spectrum neutralization of SARS-CoV-2 variants.Saudi pharmaceutical journal : SPJ : the official publication of the Saudi Pharmaceutical Society · 2026
    Article
  3. Review
  4. Review
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Kaitlyn GayvertRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA.
Sheldon McKayRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA.
Wei Keat LimRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA.
Alina BaumRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA.
Christos KyratsousRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA.
Richard CopinRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA. richard.copin@regeneron.com.
Gurinder S AtwalRegeneron Pharmaceuticals Inc., Tarrytown, NY, 10091, USA. mickey.atwal@regeneron.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding the adaptation of SARS-CoV-2 is critical for the development of effective treatments against this exceptionally successful human pathogen. To predict the emergence of new variants that may escape host immunity or increase virulence, it is important to characterize the biological forces driving its evolution. We conducted a comprehensive population genetic study of over thirteen million SARS-CoV-2 genome sequences, collected over a timeframe of ~3 years, to investigate these forces. Our analysis revealed that during the first year of the pandemic (2020 to 2021), the SARS-CoV-2 genome was subject to strong conservation, with only 3.6% of sites under diversifying pressure in the receptor binding domain (RBD) of the Spike protein. However, we observed a sharp increase in the diversification of the RBD during 2021 (8.1% of sites under diversifying pressure up to 2022), indicating selective pressures that promote the accumulation of mutations. This period coincided with broad viral infection and adoption of vaccination worldwide, and we observed the acquisition of mutations that later defined the Omicron lineages in independent SARS-CoV-2 strains, suggesting that diversifying selection at these sites could have led to their fixation in Omicron lineages by convergent evolution. Since the emergence of Omicron, we observed a further decrease in the conservation of structural genes, including M, N, and the spike proteins (13.1% of RBD sites under diversifying pressure up to 2023), and identified new sites defining future potential emerging strains. Our results exhibit that ongoing rapid antigenic evolution continues to produce new high-frequency functional variants. Sites under selection are critical for virus fitness, and currently known T cell epitope sequences are highly conserved. Altogether, our study provides a comprehensive dynamic map of sites under selection and conservation across the entirety of the SARS-CoV-2 genome.

Identifiers

PMID40295667
PMCPMC11721106

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.