Evidence map›Paper›PMID 35905321›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2022

Evolution and folding of repeat proteins.

Ezequiel A Galpern, Jacopo Marchi, Thierry Mora, Aleksandra M Walczak, Diego U Ferreiro

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Probing the dark energy in the functional protein universe.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  2. Predicting Protein Folding Dynamics Using Sequence Information.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  3. Full-Length Context Disrupts Folding of IgG-Binding Domains of Protein A.bioRxiv : the preprint server for biology · 2025
    Article
  4. Article
  5. Frustration in physiology and molecular medicine.Molecular aspects of medicine · 2025
    Review
  6. Review
  7. Article
  8. Reassessing the exon-foldon correspondence using frustration analysis.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  9. Review
  10. 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

5 authors.

Ezequiel A GalpernProtein Physiology Lab, Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, C1428EGA Buenos Aires, Argentina.ORCID 0000-0001-9516-3985
Jacopo MarchiLaboratoire de Physique de l'École Normale Supérieure, CNRS, Paris Sciences et Lettres University, Sorbonne Université, and Université de Paris-Cité, 75005 Paris, France.
Thierry MoraLaboratoire de Physique de l'École Normale Supérieure, CNRS, Paris Sciences et Lettres University, Sorbonne Université, and Université de Paris-Cité, 75005 Paris, France.
Aleksandra M WalczakLaboratoire de Physique de l'École Normale Supérieure, CNRS, Paris Sciences et Lettres University, Sorbonne Université, and Université de Paris-Cité, 75005 Paris, France.ORCID 0000-0002-2686-5702
Diego U FerreiroProtein Physiology Lab, Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, C1428EGA Buenos Aires, Argentina.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Repeat proteins are made with tandem copies of similar amino acid stretches that fold into elongated architectures. These proteins constitute excellent model systems to investigate how evolution relates to structure, folding, and function. Here, we propose a scheme to map evolutionary information at the sequence level to a coarse-grained model for repeat-protein folding and use it to investigate the folding of thousands of repeat proteins. We model the energetics by a combination of an inverse Potts-model scheme with an explicit mechanistic model of duplications and deletions of repeats to calculate the evolutionary parameters of the system at the single-residue level. These parameters are used to inform an Ising-like model that allows for the generation of folding curves, apparent domain emergence, and occupation of intermediate states that are highly compatible with experimental data in specific case studies. We analyzed the folding of thousands of natural Ankyrin repeat proteins and found that a multiplicity of folding mechanisms are possible. Fully cooperative all-or-none transitions are obtained for arrays with enough sequence-similar elements and strong interactions between them, while noncooperative element-by-element intermittent folding arose if the elements are dissimilar and the interactions between them are energetically weak. Additionally, we characterized nucleation-propagation and multidomain folding mechanisms. We show that the global stability and cooperativity of the repeating arrays can be predicted from simple sequence scores.

Indexed as

Ankyrin RepeatProtein FoldingModels, Chemicalco-evolutionIsingprotein foldingrepeat proteins

Identifiers

PMID35905321
PMCPMC9351489

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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 Socratic graph.