ArticlePLoS pathogens2023
Deep mutational scans of XBB.1.5 and BQ.1.1 reveal ongoing epistatic drift during SARS-CoV-2 evolution.
Article in PLoS pathogens, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers.
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43 citing papers in PubMed, 54 citations in OpenAlex.
- Concepts of RNA virus evolution for the design of better antiviral countermeasures.Nature reviews. Microbiology · 2026Review
- Scanning the horizon: deep mutational scanning approaches in virology.Journal of virology · 2026Review
- A deep mutational scanning-informed protein language model predicts SARS-CoV-2 evolution dynamics with spatiotemporal resolution.Nature microbiology · 2026Article
- Deep mutational scanning of recent SARS-CoV-2 variants highlights changing amino acid preferences within epistatic hotspot residues.PLoS pathogens · 2026Article
- mRNA delivery of mosaic-8 pan-sarbecovirus RBD vaccines elicits distinct antibody epitope signatures.Cell reports · 2026Article
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- Seven complete comparative maps of allosteric mutations in a protein family.Nature communications · 2026Article
- Host genotype and sex shape influenza evolution and defective viral genomes.Nature communications · 2026Article
- Characterization of the heterogeneity in SARS-CoV-2 fitness dynamics via graph representation learning.PLoS computational biology · 2026Article
- Review
- Spike mutations that affect the function and antigenicity of recent KP.3.1.1-like SARS-CoV-2 variants.Journal of virology · 2025Article
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- A highly divergent cryptic SARS-CoV-2 lineage exhibits strong receptor binding and immune evasion.medRxiv : the preprint server for health sciences · 2025Article
- Graph attention with structural features improves the generalizability of identifying functional sequences at a protein interface.bioRxiv : the preprint server for biology · 2025Article
- Spike mutations that affect the function and antigenicity of recent KP.3.1.1-like SARS-CoV-2 variants.bioRxiv : the preprint server for biology · 2025Article
- Structural and functional analysis of VYD222: a broadly neutralizing antibody against SARS-CoV-2 variants.bioRxiv : the preprint server for biology · 2025Article
- Strategies and efforts in circumventing the emergence of antiviral resistance against conventional antivirals.npj antimicrobials and resistance · 2025Review
- Deep mutational scanning and CRISPR-engineered viruses: tools for evolutionary and functional genomics studies.mSphere · 2025Review
- Phylogeny-driven design of broadly protective sarbecovirus receptor-binding domain nanoparticle vaccines.bioRxiv : the preprint server for biology · 2025Article
- A protein language model for exploring viral fitness landscapes.Nature communications · 2025Article
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2 authors at 1 institution in 1 country.
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Abstract
Substitutions that fix between SARS-CoV-2 variants can transform the mutational landscape of future evolution via epistasis. For example, large epistatic shifts in mutational effects caused by N501Y underlied the original emergence of Omicron, but whether such epistatic saltations continue to define ongoing SARS-CoV-2 evolution remains unclear. We conducted deep mutational scans to measure the impacts of all single amino acid mutations and single-codon deletions in the spike receptor-binding domain (RBD) on ACE2-binding affinity and protein expression in the recent Omicron BQ.1.1 and XBB.1.5 variants, and we compared mutational patterns to earlier viral strains that we have previously profiled. As with previous deep mutational scans, we find many mutations that are tolerated or even enhance binding to ACE2 receptor. The tolerance of sites to single-codon deletion largely conforms with tolerance to amino acid mutation. Though deletions in the RBD have not yet been seen in dominant lineages, we observe tolerated deletions including at positions that exhibit indel variation across broader sarbecovirus evolution and in emerging SARS-CoV-2 variants of interest, most notably the well-tolerated Δ483 deletion in BA.2.86. The substitutions that distinguish recent viral variants have not induced as dramatic of epistatic perturbations as N501Y, but we identify ongoing epistatic drift in SARS-CoV-2 variants, including interaction between R493Q reversions and mutations at positions 453, 455, and 456, including F456L that defines the XBB.1.5-derived EG.5 lineage. Our results highlight ongoing drift in the effects of mutations due to epistasis, which may continue to direct SARS-CoV-2 evolution into new regions of sequence space.
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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.