Comprehensive Approach to Simulating Large Scale Conformational Changes in Biological Systems Utilizing a Path
István Kolossváry1, Woody Sherman1
1Psivant Therapeutics, Boston, Massachusetts 02210, United States.
This study introduces a new method for conformational sampling of biomolecules using path collective variables (PCVs) and barrier restraints. This approach enhances molecular dynamics simulations for drug discovery by accurately modeling complex biological motions.
Area of Science:
- Computational chemistry and structural biology
- Biomolecular simulations and drug discovery
Background:
- Static protein structures from methods like AlphaFold are insufficient for understanding dynamic biological processes.
- Conventional molecular dynamics (MD) simulations are often too slow for drug design projects requiring microsecond to millisecond timescales.
- Existing restraints for conformational sampling have limitations in simulating complex biological motions.
Purpose of the Study:
- To develop a novel three-stage procedure for constructing realistic all-atom path collective variables (PCVs).
- To introduce a new barrier restraint suitable for complex, conformationally driven biological events like allosteric modulation.
- To demonstrate the utility of the new PCV and restraint within a hybrid sampling framework for drug discovery.
Main Methods:
- Developed an all-atom PCV derived from all-atom MD trajectory frames.
- Introduced a new barrier restraint utilizing a scaled reciprocal function for zero-tolerance violation.
- Implemented the PCV and restraint in a hybrid sampling framework combining well-tempered metadynamics and extended-Lagrangian adaptive biasing force (meta-eABF).
Main Results:
- Successfully applied the method to three pharmaceutically relevant examples: ubiquitin sampling in a complex, stabilizing JAK2-V617F, and inducing an activated STING state.
- Demonstrated the effectiveness of the scaled reciprocal barrier restraint in molecular dynamics simulations.
- Provided statistical analysis of meta-eABF free energy estimates for JAK2-V617F and STING examples.
Conclusions:
- The developed PCV and barrier restraint method significantly enhances conformational sampling for complex biomolecules.
- This approach offers a powerful tool for studying conformationally driven biological events in drug discovery.
- The provided code enables reproducibility and application of the method to similar challenges.
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