Evidence map›Paper›PMID 41509248›Full record

ArticlebioRxiv : the preprint server for biology2026

AlphaFold reveals but sometimes distorts an organizational principle of protein folding.

Madeleine F Clore, Joseph F Thole, Suchetan Dontha, Pramesh Sharma, Naomi Greenberg, Marie-Paule Strub, Mary Starich, Carolyn Ott, Davin Jensen, Brian F Volkman and 2 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Madeleine F CloreDivision of Intramural Research, National Library of Medicine, National Institutes of Health; Bethesda MD 20894, USA.
Joseph F TholeDivision of Intramural Research, National Library of Medicine, National Institutes of Health; Bethesda MD 20894, USA.
Suchetan DonthaThe Joint Center for Quantum Information and Computer Science, University of Maryland; College Park, MD 20742.
Pramesh SharmaDivision of Intramural Research, National Library of Medicine, National Institutes of Health; Bethesda MD 20894, USA.
Naomi GreenbergDivision of Intramural Research, National Library of Medicine, National Institutes of Health; Bethesda MD 20894, USA.
Marie-Paule StrubNational Heart Lung and Blood Institute, National Institutes of Health; Bethesda MD, 20894, USA.
Mary StarichNational Heart Lung and Blood Institute, National Institutes of Health; Bethesda MD, 20894, USA.
Carolyn OttHHMI, Janelia; Ashburn, VA.ORCID 0000-0001-5246-1229
Davin JensenDepartment of Biochemistry, Medical College of Wisconsin; Milwaukee, WI 53226, USA.
Brian F VolkmanDepartment of Biochemistry, Medical College of Wisconsin; Milwaukee, WI 53226, USA.
Matthew CoudronThe Joint Center for Quantum Information and Computer Science, University of Maryland; College Park, MD 20742.
Lauren L PorterDivision of Intramural Research, National Library of Medicine, National Institutes of Health; Bethesda MD 20894, USA.ORCID 0000-0003-2031-8326

Funding

Evolution and design of metamorphic fold-switching proteinsR01AI168423 · NIAID · MEDICAL COLLEGE OF WISCONSIN · PI Brian F Volkman · 2023 to 2026
$2.3M
NIAID NIH HHS R01 AI168423
6 · The paper itself

Abstract

Proteins can adopt many distinct conformations, yet the sequence determinants governing which structural states are accessible remain poorly understood. Using fold-switching proteins and AlphaFold as an analytical lens, we identify an organizational principle in which access to alternative structural states-and in some cases the folded state-is governed by surprisingly few amino acids, termed gating residues. Gating generalizes to single-fold proteins, indicating that conformational accessibility is often hierarchically organized around a small number of disproportionately influential residues. AlphaFold has implicitly learned this principle but amplifies and sometimes misapplies it, concentrating conformational control onto too few or incorrect residues. Guided by this principle, targeted MSA editing recovered a conformation AlphaFold confidently mispredicted, suggesting a path toward more accurate prediction of alternative conformations and mutational effects.

Identifiers

PMID41509248
PMCPMC12776252

What OpenQuestion holds

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Registered trials

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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.