Soliton driven relaxation dynamics and universality in protein collapse
Andrey Krokhotin, Martin Lundgren, Antti J. Niemi

TL;DR
This paper introduces an effective dynamical Landau theory for protein collapse, significantly reducing computational time while maintaining accuracy, and demonstrating its effectiveness on the HP35 protein with results comparable to detailed molecular dynamics simulations.
Contribution
The authors develop a novel Landau theory-based approach that accelerates protein folding simulations and improves accuracy over traditional atomic-scale methods.
Findings
Achieves native state in less than one second on a personal computer.
Reaches 0.5 Angstrom RMSD precision in folding simulations.
Pathways align with atomic-level molecular dynamics results.
Abstract
Protein collapse can be viewed as a dynamical phase transition, during which new scales and collective variables become excited while the old ones recede and fade away. This causes formidable computational bottle-necks in approaches that are based on atomic scale scrutiny. Here we consider an effective dynamical Landau theory to model the folding process at biologically relevant time and distance scales. We reach both a substantial decrease in the execution time and improvement in the accuracy of the final configuration, in comparison to more conventional approaches. As an example we inspect the collapse of HP35 chicken villin headpiece subdomain, where there are detailed molecular dynamics simulations to compare with. We start from a structureless, unbend and untwisted initial configuration. In less than one second of wall-clock time on a single processor personal computer we…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsPhotosynthetic Processes and Mechanisms · Hemoglobin structure and function · Protein Structure and Dynamics
