bioRxivBiophysicsPreprint
Dynamical Fingerprints of Rare-Event Transitions from Transition Corridors
Abstract
Rare transitions are central in science, yet their mechanisms are obscured by the high dimensionality of complex dynamics, a challenge particularly pronounced in biomolecules where rare conformational transitions underlie functional processes. A transition-conditioned dynamical fingerprint is introduced for a rare \(A \mathbin{\text{--}} B\) event, in which the transition-relevant subset is targeted rather than a global decomposition and the problem is treated dynamically. Within a selected transition corridor, barrier-crossing motion is extracted and microscopic players are ranked through a corridor-conditioned informativeness measure, after which the highest-ranked players are subjected to intervention tests of their transition leverage using the REST2 scaling scheme, metadynamics, and targeted mutation. Across three benchmark proteins, targeting these players facilitates basin-to-basin transitions while maintaining high fidelity to the prescribed transition corridor, providing handles for mechanistic analysis, enhanced sampling, control, and design.
- assay: proteomics
- research focus: protein folding & dynamics
- approach: deep learning
- approach: statistical model
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 Mechanism for the Rare Fluctuation that Powers Protein Conformational Change
- Linearised loop kinematics to study pathways between conformations
Antonius G. L. Hoevenaars, Ingemar André·bioRxiv·Apr 11, 2021
- Enhanced Sampling of Protein Conformational Transitions via Dynamically Optimized Collective Variables
Z. F. Brotzakis, M. Parrinello·bioRxiv·Aug 13, 2018
- DRUMBEAT: Temporally resolved interpretable machine learning model for characterizing state transitions in protein dynamics
Babgen Manookian, Elizaveta Mukhaleva, … Sergio Branciamore·Communications BiologyPeer-reviewed·Apr 15, 2026
- Analyzing single-molecule dynamics with both complex types of motion and complex transition kinetics: Benchmarking of ExaTrack
François Simon, Chris H. Wiggins, Lucien E. Weiss·bioRxiv·Jan 24, 2026
- A generalised mechano-kinetic model for use in multiscale simulation protocols.
B. S. Hanson, L. Dougan, … D. J. Read·bioRxiv·Nov 17, 2020