Evidence map›Paper›PMID 37878721›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2023

Systematic identification of conditionally folded intrinsically disordered regions by AlphaFold2.

T Reid Alderson, Iva Pritišanac, Đesika Kolarić, Alan M Moses, Julie D Forman-Kay

Open access · hybridAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 130 papers.

0numbers the graph read from it
0cells of the map it votes in
130citing papers in PubMed
30.3field-weighted citation impact, top 1% of its field
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

130 citing papers in PubMed, 208 citations in OpenAlex.

  1. Article
  2. Increasing intrinsic protein disorder improves CD8+ immunogenicity for a SARS CoV2 vaccine candidate antigen.Molecular therapy : the journal of the American Society of Gene Therapy · 2026
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  6. Review
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  9. Limitations of the refolding pipeline for de novo protein design.Protein science : a publication of the Protein Society · 2026
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  15. Review
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  17. Accurate conformational ensembles of intrinsically disordered proteins using reweighting based on NMR chemical shifts.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  18. Allostery in Biomolecular Condensates.Journal of molecular biology · 2026
    Review
  19. Article
  20. Article

70 more citing papers are in PubMed but not listed here.

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 at 2 institutions in 2 countries.

T Reid Alderson *Department of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada.ORCID 0000-0001-5163-2276
Iva Pritišanac *Department of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 35G, Canada.
Đesika KolarićDepartment of Molecular Biology and Biochemistry, Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Medical University of Graz, Graz 8010, Austria.ORCID 0000-0003-3569-6653
Alan M MosesDepartment of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 35G, Canada.ORCID 0000-0003-3118-3121
Julie D Forman-KayDepartment of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada.ORCID 0000-0001-8265-972X
University of Toronto · CAMedical University of Graz · AT

Funding

TRD3 NMRbox: Bayesian AnalyticsP41GM111135 · NIGMS · UNIVERSITY OF CONNECTICUT SCH OF MED/DNT · PI HOCH, JEFFREY C · 2015 to 2024
$14.0M
NIGMS NIH HHS P41 GM111135
6 · The paper itself

Abstract

The AlphaFold Protein Structure Database contains predicted structures for millions of proteins. For the majority of human proteins that contain intrinsically disordered regions (IDRs), which do not adopt a stable structure, it is generally assumed that these regions have low AlphaFold2 confidence scores that reflect low-confidence structural predictions. Here, we show that AlphaFold2 assigns confident structures to nearly 15% of human IDRs. By comparison to experimental NMR data for a subset of IDRs that are known to conditionally fold (i.e., upon binding or under other specific conditions), we find that AlphaFold2 often predicts the structure of the conditionally folded state. Based on databases of IDRs that are known to conditionally fold, we estimate that AlphaFold2 can identify conditionally folding IDRs at a precision as high as 88% at a 10% false positive rate, which is remarkable considering that conditionally folded IDR structures were minimally represented in its training data. We find that human disease mutations are nearly fivefold enriched in conditionally folded IDRs over IDRs in general and that up to 80% of IDRs in prokaryotes are predicted to conditionally fold, compared to less than 20% of eukaryotic IDRs. These results indicate that a large majority of IDRs in the proteomes of human and other eukaryotes function in the absence of conditional folding, but the regions that do acquire folds are more sensitive to mutations. We emphasize that the AlphaFold2 predictions do not reveal functionally relevant structural plasticity within IDRs and cannot offer realistic ensemble representations of conditionally folded IDRs.

Indexed as

Intrinsically Disordered ProteinsEukaryotaHumansProtein ConformationIntrinsically Disordered ProteinsAlphaFold2conditional foldingintrinsically disordered proteinsNMR spectroscopystructural biology

Identifiers

PMID37878721
PMCPMC10622901
OpenAlexW4387934645

What Socratic 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 Socratic graph.