AlphaFold reveals but sometimes distorts an organizational principle of protein folding
Madeleine F CloreiD, Joseph F. TholeiD, Suchetan Dontha, Pramesh SharmaiD, Naomi Greenberg, Marie‐Paule StrubiD, Mary R. StarichiD, Carolyn M. OttiD, Davin R. JenseniD, Brian F. VolkmaniD, Matthew CoudroniD, Lauren L. PorteriD
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.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 2
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- AlphaFold2's training set powers its predictions of fold-switched conformations
Joseph W. Schafer, Lauren L. Porter·bioRxiv·Oct 11, 2024
- AlphaFold2 has more to learn about protein energy landscapes
Devlina Chakravarty, Joseph W. Schafer, … Lauren L. Porter·Nature CommunicationsPeer-reviewed·Aug 24, 2024
- Sequence clustering confounds AlphaFold2
Joseph W. Schafer, Myeongsang Lee, … Lauren L. Porter·NaturePeer-reviewed·Feb 19, 2025
- Robust Prediction of Multiple Protein Conformations with Entropy Guidance
David T. Wu, Liang Feng·bioRxiv·Apr 26, 2025
- Predicting the alternative conformation of a known protein structure based on the distance map of AlphaFold2
Jiaxuan Li, Zefeng Zhu, Chen Song·Quantitative BiologyPeer-reviewed·Nov 6, 2026
- AlphaFold accurately predicts distinct conformations based on oligomeric state of a de novo designed protein
M. C. Cummins, T. M. Jacobs, … B. Kuhlman·bioRxiv·Feb 2, 2022