Evidence map›Paper›PMID 42827976›Full record

ArticleFrontiers in immunology2026

AI-guided epitope engineering of a SARS-CoV-2 spike antigen for broad sarbecovirus neutralization.

Alexandru Odainic, Ioannis Vardaxis, Matheus Ferraz, Katrin E Wiese, Lisette A H M Cornelissen, Akhilesh Sharma, Richard Stratford, Trevor Clancy, Kaïdre Bendjama

Abstract read
In one paragraph

Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Alexandru Odainic *NEC Bio B.V., Amsterdam, Netherlands.
Ioannis Vardaxis *NEC Bio B.V., Amsterdam, Netherlands.
Matheus FerrazNEC Bio B.V., Amsterdam, Netherlands.
Katrin E WieseWageningen Bioveterinary Research, Wageningen University and Research, Lelystad, Netherlands.
Lisette A H M CornelissenWageningen Bioveterinary Research, Wageningen University and Research, Lelystad, Netherlands.
Akhilesh SharmaNEC Bio B.V., Amsterdam, Netherlands.
Richard StratfordNEC Bio B.V., Amsterdam, Netherlands.
Trevor ClancyNEC Bio B.V., Amsterdam, Netherlands.
Kaïdre BendjamaNEC Bio B.V., Amsterdam, Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The rapid evolution of SARS-CoV-2 and the ongoing risk of zoonotic spillover highlight the need for vaccines that provide broad protection beyond strain-specific immunity. Here, we present a structure-guided, AI-enabled strategy for rational antigen design that enhances cross-reactive B-cell epitope recognition across betacoronaviruses. By integrating comparative sequence analysis with conformational epitope prediction, we identified conserved epitope hotspots within the Spike receptor-binding domain and introduced targeted motif-level substitutions into a SARS-CoV-2 BA.2 backbone. Engineered Spike immunogens, delivered as mRNA-lipid nanoparticle vaccines, elicited robust antibody responses in mice and demonstrated broad neutralizing activity against antigenically diverse SARS-CoV-2 variants, including BA.5 and XBB.1.5, as well as zoonotic sarbecoviruses. Selected designs reached neutralisation breadth comparable to an Omicron-adapted clinical benchmark for shared SARS-CoV-2 antigens, while extending neutralising activity to divergent zoonotic sarbecoviruses. These findings show that minimal, structure-guided epitope remodeling can enhance the presentation of conserved epitopes and improve antibody breadth, providing a generalizable framework for designing vaccines resilient to viral evolution and future pandemic threats.

Indexed as

Antibodies, NeutralizingCOVID-19COVID-19 VaccinesEpitopes, B-LymphocyteSARS-CoV-2Spike Glycoprotein, CoronavirusAnimalsAntibodies, ViralCross ReactionsFemaleHumansMiceProtein EngineeringAntibodies, NeutralizingAntibodies, ViralCOVID-19 VaccinesEpitopes, B-LymphocyteSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2artificial intelligencebroadly protectivecoronavirusimmunoinformaticsvaccine

Identifiers

PMID42827976
PMCPMC13631046

What OpenQuestion holds

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Registered trials

None linked

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.