Evidence map›Paper›PMID 41032608›Full record

ArticleScience advances2025

The Viral AlphaFold Database of monomers and homodimers reveals conserved protein folds in viruses of bacteria, archaea, and eukaryotes.

Roni Odai, Michèle Leemann, Tamim Al-Murad, Minhal Abdullah, Lena Shyrokova, Tanel Tenson, Vasili Hauryliuk, Janani Durairaj, Joana Pereira, Gemma C Atkinson

Abstract read
In one paragraph

Article in Science advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Review
  2. Article
  3. iScience · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Review
  8. Fold first, ask later: structure-informed function annotation ofbioRxiv : the preprint server for biology · 2025
    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

10 authors.

Roni OdaiDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0009-0002-2280-3915
Michèle LeemannBiozentrum, University of Basel, Basel, Switzerland.ORCID 0009-0008-9641-8837
Tamim Al-MuradDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0009-0009-9450-6734
Minhal AbdullahDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0000-0002-6018-314X
Lena ShyrokovaDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0000-0002-0361-6359
Tanel TensonInstitute of Technology, University of Tartu, Tartu, Estonia.ORCID 0000-0002-0260-3601
Vasili HauryliukDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0000-0003-2389-5057
Janani DurairajBiozentrum, University of Basel, Basel, Switzerland.ORCID 0000-0002-1698-4556
Joana PereiraBiozentrum, University of Basel, Basel, Switzerland.ORCID 0000-0002-5588-6588
Gemma C AtkinsonDepartment of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0000-0002-4861-4584

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Viruses are the most abundant and genetically diverse entities on Earth, yet the functions and evolution of most viral proteins remain poorly understood. Their rapid evolution often obscures evolutionary relationships, limiting the ability to assign functions using sequence-based methods. Although the conservation of protein fold can reveal deep homologies, viral proteins remain underrepresented in structural databases. We address this by clustering viral sequences from RefSeq and predicting the structures of ~27,000 representative proteins using AlphaFold2 to create the Viral AlphaFold Database (VAD). We uncover conserved folds in diverse viruses infecting bacteria, archaea, and eukaryotes. We predict homodimers and make comparisons to the Protein Data Bank, providing data on oligomerization potential. We reveal considerable functional darkness in the viral protein universe and report the discovery and validation of an uncharacterized toxin-antitoxin system. The VAD provides a foundation for exploring viral structure-function relationships, including ancient folds shaping viral interactions across all life.

Indexed as

ArchaeaBacteriaDatabases, ProteinEukaryotaProtein FoldingProtein MultimerizationViral ProteinsVirusesModels, MolecularViral Proteins

Identifiers

PMID41032608
PMCPMC12487901

What OpenQuestion holds

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LicenceCC BY
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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.