Evidence map›Paper›PMID 36448847›Full record

ArticleGigaScience2022

3D-Beacons: decreasing the gap between protein sequences and structures through a federated network of protein structure data resources.

Mihaly Varadi, Sreenath Nair, Ian Sillitoe, Gerardo Tauriello, Stephen Anyango, Stefan Bienert, Clemente Borges, Mandar Deshpande, Tim Green, Demis Hassabis and 22 more

Abstract read
In one paragraph

Article in GigaScience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing 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

19 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. MolViewStories: Interactive molecular storytelling.Protein science : a publication of the Protein Society · 2026
    Article
  5. The Reactome Knowledgebase 2026.Nucleic acids research · 2026
    Article
  6. Article
  7. Article
  8. Ten rules for a structural bioinformatic analysis.PLoS computational biology · 2025
    Article
  9. Article
  10. Archaeal hemeFrontiers in microbiology · 2025
    Article
  11. Exploring Shootin1's oncogenic role withinTurkish journal of biology = Turk biyoloji dergisi · 2025
    Article
  12. Article
  13. MgJACS Au · 2024
    Article
  14. Article
  15. Review
  16. Article
  17. Article
  18. Article
  19. 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

32 authors.

Mihaly VaradiEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton CB10 1SA, UK.ORCID 0000-0002-3687-0839
Sreenath NairEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton CB10 1SA, UK.ORCID 0000-0002-6861-7627
Ian SillitoeDepartment of Structural and Molecular Biology, UCL, London WC1E 6BT, UK.ORCID 0000-0003-1091-9144
Gerardo TaurielloBiozentrum, University of Basel, Basel 4056, Switzerland.ORCID 0000-0002-5921-7007
Stephen AnyangoEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton CB10 1SA, UK.ORCID 0000-0003-4838-443X
Stefan BienertBiozentrum, University of Basel, Basel 4056, Switzerland.ORCID 0000-0002-9673-9103
Clemente BorgesComputational Structural Biology, SIB Swiss Institute of Bioinformatics, Basel 4056, Switzerland.ORCID 0000-0002-9634-4208
Mandar DeshpandeEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton CB10 1SA, UK.ORCID 0000-0002-9043-7665
Tim GreenDeepMind, London EC4A 3TW, UK.ORCID 0000-0002-3227-1505
Demis HassabisDeepMind, London EC4A 3TW, UK.ORCID 0000-0003-2812-9917
Andras HatosDepartment of Biomedical Sciences, University of Padova, Padova 35129, Italy.ORCID 0000-0001-9224-9820
Tamas HegedusDepartment of Biophysics and Radiation Biology, Semmelweis University, Budapest 1094, Hungary.ORCID 0000-0002-5195-749X
Maarten L HekkelmanNetherlands Cancer Institute, Amsterdam 1066 CX, The Netherlands.ORCID 0000-0002-9081-4707
Robbie JoostenNetherlands Cancer Institute, Amsterdam 1066 CX, The Netherlands.ORCID 0000-0002-2323-2686
John JumperDeepMind, London EC4A 3TW, UK.ORCID 0000-0001-6169-6580
Agata LaydonDeepMind, London EC4A 3TW, UK.ORCID 0000-0001-6499-8517
Dmitry MolodenskiyComputational Structural Biology, SIB Swiss Institute of Bioinformatics, Basel 4056, Switzerland.ORCID 0000-0002-5954-4294
Damiano PiovesanDepartment of Biomedical Sciences, University of Padova, Padova 35129, Italy.ORCID 0000-0001-8210-2390
Edoardo SalladiniDepartment of Biomedical Sciences, University of Padova, Padova 35129, Italy.ORCID 0000-0002-5152-5953
Steven L SalzbergBiomedical Engineering, Johns Hopkins University, Baltimore, MD 21205, USA.ORCID 0000-0002-8859-7432
Markus J SommerBiomedical Engineering, Johns Hopkins University, Baltimore, MD 21205, USA.ORCID 0000-0003-3414-1875
Martin SteineggerSchool of Biology, Seoul National University, Seoul 82-2-880-6971, 6977, South Korea.ORCID 0000-0001-8781-9753
Erzsebet SuhajdaDepartment of Biophysics and Radiation Biology, Semmelweis University, Budapest 1094, Hungary.ORCID 0000-0001-8159-5007
Dmitri SvergunComputational Structural Biology, SIB Swiss Institute of Bioinformatics, Basel 4056, Switzerland.ORCID 0000-0003-0830-5696
Luiggi Tenorio-KuDepartment of Biomedical Sciences, University of Padova, Padova 35129, Italy.ORCID 0000-0001-6086-9494
Silvio TosattoDepartment of Biomedical Sciences, University of Padova, Padova 35129, Italy.ORCID 0000-0003-4525-7793
Kathryn TunyasuvunakoolDeepMind, London EC4A 3TW, UK.ORCID 0000-0002-8594-1074
Andrew Mark WaterhouseBiozentrum, University of Basel, Basel 4056, Switzerland.
Augustin ŽídekDeepMind, London EC4A 3TW, UK.ORCID 0000-0002-0748-9684
Torsten SchwedeBiozentrum, University of Basel, Basel 4056, Switzerland.ORCID 0000-0003-2715-335X
Christine OrengoDepartment of Structural and Molecular Biology, UCL, London WC1E 6BT, UK.ORCID 0000-0002-7141-8936
Sameer VelankarEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton CB10 1SA, UK.ORCID 0000-0002-8439-5964

Funding

Computational Methods for Genome Assembly, Transcript Assembly, and Variant DiscoveryR01HG006677 · NHGRI · JOHNS HOPKINS UNIVERSITY · PI SALZBERG, STEVEN L. · 2011 to 2025
$10.7M
Computational Methods for Microbial and Microbiome Sequence AnalysisR35GM130151 · NIGMS · JOHNS HOPKINS UNIVERSITY · PI Steven L. Salzberg · 2019 to 2026
$2.9M
Biotechnology and Biological Sciences Research Council BB/S020071/1NHGRI NIH HHS R01 HG006677
6 · The paper itself

Abstract

While scientists can often infer the biological function of proteins from their 3-dimensional quaternary structures, the gap between the number of known protein sequences and their experimentally determined structures keeps increasing. A potential solution to this problem is presented by ever more sophisticated computational protein modeling approaches. While often powerful on their own, most methods have strengths and weaknesses. Therefore, it benefits researchers to examine models from various model providers and perform comparative analysis to identify what models can best address their specific use cases. To make data from a large array of model providers more easily accessible to the broader scientific community, we established 3D-Beacons, a collaborative initiative to create a federated network with unified data access mechanisms. The 3D-Beacons Network allows researchers to collate coordinate files and metadata for experimentally determined and theoretical protein models from state-of-the-art and specialist model providers and also from the Protein Data Bank.

Indexed as

MetadataRecordsAmino Acid SequenceComputer SimulationDatabases, Proteinbioinformaticsexperimentally determined structures computationally predicted structuresfederated data networkstructural biology

Identifiers

PMID36448847
PMCPMC9709962

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.