Nature CommunicationsBioinformaticsPeer-reviewed journal article
Evolutionary selection of proteins with two folds
Abstract
Although most globular proteins fold into a single stable structure1, an increasing number have been shown to remodel their secondary and tertiary structures in response to cellular stimuli2. State-of-the-art algorithms3-5 predict that these fold-switching proteins assume only one stable structure6,7, missing their functionally critical alternative folds. Why these algorithms predict a single fold is unclear, but all of them infer protein structure from coevolved amino acid pairs. Here, we hypothesize that coevolutionary signatures are being missed. Suspecting that over-represented single-fold sequences may be masking these signatures, we developed an approach to search both highly diverse protein superfamilies-composed of single-fold and fold-switching variants-and protein subfamilies with more fold-switching variants. This approach successfully revealed coevolution of amino acid pairs uniquely corresponding to both conformations of 56/58 fold-switching proteins from distinct families. Then, using a set of coevolved amino acid pairs predicted by our approach, we successfully biased AlphaFold25 to predict two experimentally consistent conformations of a candidate protein with unsolved structure. The discovery of widespread dual-fold coevolution indicates that fold-switching sequences have been preserved by natural selection, implying that their functionalities provide evolutionary advantage and paving the way for predictions of diverse protein structures from single sequences.
- Citations
- 41
- FWCI
- 3.64
- Field percentile
- top 5%
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
- A sequence-based approach for identifying protein fold switchers
Soumya Ranjan Mishra, Loren L. Looger, Lauren L. Porter·bioRxiv·Nov 5, 2018
- AlphaFold2 fails to predict protein fold switching
Devlina Chakravarty, Lauren L. Porter·Protein SciencePeer-reviewed·May 26, 2022
- A method for predicting evolved fold switchers exclusively from their sequences
Allen K. Kim, Loren L. Looger, Lauren L. Porter·bioRxiv·Feb 19, 2020
- Colabfold predicts alternative protein structures from single sequences, coevolution unnecessary for AF-cluster
Lauren L. Porter, Devlina Chakravarty, … Ethan A. Chen·bioRxiv·Nov 21, 2023
- Identification of a covert evolutionary pathway between two protein folds
Devlina Chakravarty, Shwetha Sreenivasan, … Lauren L. Porter·Nature CommunicationsPeer-reviewed·Jun 1, 2023
- Evolutionary constraints guide AlphaFold2 prediction of alternative conformations and inform rational mutation design
Valerio Piomponi, Alberto Cazzaniga, Francesca Cuturello·bioRxiv·Apr 8, 2025