Evidence map›Paper›PMID 41871159›Full record

ArticlePLoS pathogens2026

AI-guided prefusion stabilization of the human coronavirus OC43 spike protein enables universal embecovirus antigen design.

Jelle M Melchers, Jarek Juraszek, Ruben J G Hulswit, Daan van Overveld, Lam Le, Frank J M van Kuppeveld, Daniel L Hurdiss, Berend-Jan Bosch, Johannes P M Langedijk, Mark J G Bakkers

Erratum issuedAbstract read
In one paragraph

Article in PLoS pathogens, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

Jelle M MelchersVirology Section, Infectious Diseases and Immunology Division, Department of Biomolecular Health Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Jarek JuraszekJanssen Vaccines & Prevention BV, Leiden, The Netherlands.
Ruben J G HulswitVirology Section, Infectious Diseases and Immunology Division, Department of Biomolecular Health Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Daan van OverveldJanssen Vaccines & Prevention BV, Leiden, The Netherlands.
Lam LeJanssen Vaccines & Prevention BV, Leiden, The Netherlands.
Frank J M van KuppeveldVirology Section, Infectious Diseases and Immunology Division, Department of Biomolecular Health Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Daniel L HurdissVirology Section, Infectious Diseases and Immunology Division, Department of Biomolecular Health Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Berend-Jan BoschVirology Section, Infectious Diseases and Immunology Division, Department of Biomolecular Health Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Johannes P M LangedijkJanssen Vaccines & Prevention BV, Leiden, The Netherlands.
Mark J G BakkersJanssen Vaccines & Prevention BV, Leiden, The Netherlands.ORCID https://orcid.org/0000-0001-8957-1392

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The continued threat of zoonotic coronavirus spillovers underscores the need for cross-species applicable vaccine design strategies. The genus Embecovirus includes human coronaviruses OC43 and HKU1 as well as relevant veterinary pathogens. The coronavirus spike (S) fusion glycoprotein, key to viral entry and protective immunity, is inherently metastable, complicating vaccine development. Using the ReCaP AI tool, we stabilized the prefusion conformation of OC43 S through rationally combined amino acid substitutions, resulting in markedly enhanced expression and thermal stability. The substitutions were transferable to equine coronavirus (ECoV) S and HKU1. Cryo-EM structures of stabilized OC43 and ECoV S revealed that stabilization was achieved by arresting the release of the fusion peptide and keeping the S1B receptor binding domain in the 'down' state by improving the complex polar interactions of neighboring S1B domains and the bound free fatty acid at the interprotomer S1B interface. This work provides the first ECoV S structure and a broadly applicable framework for engineering stabilized Embecovirus S antigens.

Indexed as

Antigens, ViralCoronavirus OC43, HumanSpike Glycoprotein, CoronavirusViral VaccinesAnimalsCryoelectron MicroscopyHumansAntigens, ViralSpike Glycoprotein, CoronavirusViral Vaccines

Identifiers

PMID41871159
PMCPMC13035233

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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.