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All you need is water: Converging ligand binding simulations with hydration collective variables
Marc Schulze1, Tetiana Khakhula2, Nicola Piasentin1,3,4
1School of Pharmaceutical Sciences, University of Geneva, Rue Michel-Servet 1, 1206 Genève, Switzerland.
This study introduces a novel data-driven method to create solvation-based collective variables (CVs) for molecular dynamics simulations. This approach efficiently converges binding free energy landscapes, improving molecular recognition studies.
Area of Science:
- Computational chemistry
- Biomolecular simulations
Background:
- Selecting collective variables (CVs) is a major challenge in enhanced sampling molecular dynamics simulations.
- While geometric descriptors are transferable, optimal CVs are system-specific, hindering simulation efficiency.
- Solvation, despite its importance in molecular processes, is under-explored as a CV due to its complexity.
Purpose of the Study:
- To develop a data-driven and automatic strategy for constructing robust solvation-based CVs.
- To demonstrate the effectiveness of these hydration CVs in enhancing sampling and converging binding free energy landscapes.
- To provide guidelines for implementing solvation-based CVs in molecular dynamics simulations.
Main Methods:
- Analyzing the radial distribution function of water around a ligand to identify critical hydration sites.
- Utilizing on-the-fly probability enhanced sampling simulations with the developed hydration CVs.
- Comparing results with computationally expensive benchmark methods for validation.
Main Results:
- Successfully converged binding free energy landscapes for host-guest systems using only hydration CVs.
- Achieved excellent agreement between solvation-based CV results and benchmark methods.
- Identified optimal water biasing strategies for efficient simulation convergence.
Conclusions:
- Solvation-based CVs offer a powerful and generalizable framework for enhancing sampling in complex biomolecular events.
- The developed method highlights the critical role of water in molecular recognition.
- This approach provides practical guidelines for improved molecular dynamics simulations.
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