Evidence map›Paper›PMID 34293799›Full record

ArticleNature2021

Highly accurate protein structure prediction for the human proteome.

Kathryn Tunyasuvunakool, Jonas Adler, Zachary Wu, Tim Green, Michal Zielinski, Augustin Žídek, Alex Bridgland, Andrew Cowie, Clemens Meyer, Agata Laydon and 23 more

Abstract read
In one paragraph

Article in Nature, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1,535 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1,535citing papers in PubMed, 1 pooled it
–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

1,535 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. An AI-Ready Phosphorylation Meta-Analysis forJournal of proteome research · 2026
    Pooled it
  2. Terpene synthases screening in agarwood treeSynthetic and systems biotechnology · 2027
    Article
  3. Highly efficient production ofSynthetic and systems biotechnology · 2027
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  4. Article
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  6. Review
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  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Cannabinoid tolerance relies on CBProceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  14. Article
  15. Molecular genetics and metabolism reports · 2026
    Article
  16. Article
  17. Article
  18. Review
  19. Review
  20. Article

1,475 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors.

Kathryn TunyasuvunakoolDeepMind, London, UK. ktkool@deepmind.com.ORCID http://orcid.org/0000-0002-8594-1074
Jonas AdlerDeepMind, London, UK.ORCID http://orcid.org/0000-0001-9928-3407
Zachary WuDeepMind, London, UK.
Tim GreenDeepMind, London, UK.ORCID http://orcid.org/0000-0002-3227-1505
Michal ZielinskiDeepMind, London, UK.
Augustin ŽídekDeepMind, London, UK.
Alex BridglandDeepMind, London, UK.
Andrew CowieDeepMind, London, UK.
Clemens MeyerDeepMind, London, UK.
Agata LaydonDeepMind, London, UK.
Sameer VelankarEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID http://orcid.org/0000-0002-8439-5964
Gerard J KleywegtEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID http://orcid.org/0000-0002-4670-0331
Alex BatemanEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID http://orcid.org/0000-0002-6982-4660
Richard EvansDeepMind, London, UK.ORCID http://orcid.org/0000-0003-4675-8469
Alexander PritzelDeepMind, London, UK.
Michael FigurnovDeepMind, London, UK.
Olaf RonnebergerDeepMind, London, UK.
Russ BatesDeepMind, London, UK.
Simon A A KohlDeepMind, London, UK.ORCID http://orcid.org/0000-0003-4271-4418
Anna PotapenkoDeepMind, London, UK.
Andrew J BallardDeepMind, London, UK.
Bernardino Romera-ParedesDeepMind, London, UK.
Stanislav NikolovDeepMind, London, UK.
Rishub JainDeepMind, London, UK.
Ellen ClancyDeepMind, London, UK.
David ReimanDeepMind, London, UK.
Stig PetersenDeepMind, London, UK.
Andrew W SeniorDeepMind, London, UK.ORCID http://orcid.org/0000-0002-2401-5691
Koray KavukcuogluDeepMind, London, UK.
Ewan BirneyEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID http://orcid.org/0000-0001-8314-8497
Pushmeet KohliDeepMind, London, UK.
John Jumper *DeepMind, London, UK. jumper@deepmind.com.ORCID http://orcid.org/0000-0001-6169-6580
Demis Hassabis *DeepMind, London, UK. dhcontact@deepmind.com.ORCID http://orcid.org/0000-0003-2812-9917

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Protein structures can provide invaluable information, both for reasoning about biological processes and for enabling interventions such as structure-based drug development or targeted mutagenesis. After decades of effort, 17% of the total residues in human protein sequences are covered by an experimentally determined structure

Indexed as

Models, MolecularProtein ConformationComputational BiologyDatasets as TopicDeep LearningDiacylglycerol O-AcyltransferaseGlucose-6-PhosphataseHumansMembrane ProteinsProtein FoldingProteomeReproducibility of ResultsDiacylglycerol O-AcyltransferaseGlucose-6-PhosphataseMembrane ProteinsProteomewolframin protein

Identifiers

PMID34293799
PMCPMC8387240

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.