Evidence map›Paper›PMID 39322666›Full record

ArticleNature2024

The genetic architecture of protein stability.

Andre J Faure, Aina Martí-Aranda, Cristina Hidalgo-Carcedo, Antoni Beltran, Jörn M Schmiedel, Ben Lehner

Abstract read
In one paragraph

Article in Nature, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers.

0numbers the graph read from it
0cells of the map it votes in
37citing 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

37 citing papers in PubMed.

  1. Review
  2. Article
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  5. Article
  6. Article
  7. Article
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  10. MAVISp: A modular structure-based framework for protein variant effects.Protein science : a publication of the Protein Society · 2026
    Article
  11. Determinants of metal import and specificity in a bacterial transporter.bioRxiv : the preprint server for biology · 2026
    Article
  12. ATP13A2 restrains macrophage NLRP3 inflammasome activation to repress neurodegeneration via modulating mitochondrial homeostasis.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  13. Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. ΦX174 bacteriophage viability predicted by protein biophysical modeling.bioRxiv : the preprint server for biology · 2025
    Article
  19. Article
  20. 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

6 authors.

Andre J FaureCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain. andre.faure@crg.eu.ORCID 0000-0002-4471-5994
Aina Martí-ArandaCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain.
Cristina Hidalgo-CarcedoCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain.ORCID 0000-0003-3571-2449
Antoni BeltranCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain.
Jörn M SchmiedelCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain.ORCID 0000-0002-6842-9837
Ben LehnerCentre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain. bl11@sanger.ac.uk.ORCID 0000-0002-8817-1124

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

There are more ways to synthesize a 100-amino acid (aa) protein (20

Indexed as

Models, GeneticPhenotypeProteinsProtein StabilityThermodynamicsComputer SimulationDeep LearningHumansNeural Networks, ComputerProteins

Identifiers

PMID39322666
PMCPMC11499273

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.