Calculation of Lipid-Bilayer Permeabilities Using an Average Force.
Jeffrey Comer1, Klaus Schulten2,3, Christophe Chipot1,3
1Laboratoire International Associé, Centre National de la Recherche Scientifique et University of Illinois at Urbana-Champaign , Unité Mixte de Recherche n°7565, Université de Lorraine , B.P. 70239 54506 Vandœuvre-lès-Nancy cedex, France.
Accurately calculating lipid bilayer permeability using molecular simulations is crucial for drug development. This study introduces a novel method combining adaptive biasing and Bayesian inference to improve free energy and diffusivity calculations, overcoming previous limitations.
Area of Science:
- Computational chemistry
- Biophysics
- Pharmacology
Background:
- Assessing drug candidate bioavailability requires accurate lipid bilayer permeability calculations.
- The solubility-diffusion model is limited by difficulties in calculating diffusivity and potential biases.
Purpose of the Study:
- To develop a precise method for calculating free energy and diffusivity for lipid bilayer permeation.
- To identify key factors influencing permeability predictions in molecular simulations.
Main Methods:
- Utilized importance-sampling simulations with adaptive biasing force.
- Employed a Bayesian-inference algorithm for enhanced precision and spatial resolution.
- Conducted multi-microsecond simulations to analyze methodological sensitivities.
Main Results:
- Achieved noteworthy precision and spatial resolution in determining free energy and diffusivity.
- Identified force field parameters and diffusivity time scales as major sources of uncertainty.
- Observed membrane distortion effects impacting permeability estimates.
Conclusions:
- The combined adaptive biasing and Bayesian inference method significantly improves permeability calculations.
- Force field accuracy and appropriate time scale selection are critical for reliable predictions.
- Further advancements in force fields and kinetic models are needed to minimize systematic errors.
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