1. High-Dimensional Parameter Search Method to Determine Force Field Mixing Terms in Molecular Simulations
- Author
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Matthew Saunders, Vered Wineman-Fisher, Eric Jakobsson, Sameer Varma, and Sagar A. Pandit
- Subjects
Ions ,Lipid Bilayers ,Electrochemistry ,Reproducibility of Results ,Thermodynamics ,General Materials Science ,Surfaces and Interfaces ,Molecular Dynamics Simulation ,Condensed Matter Physics ,Spectroscopy ,Article - Abstract
Molecular dynamics (MD) force fields for lipids and ions are typically developed independently of one another. In simulations consisting of both lipids and ions, lipid-ion interaction energies are estimated using a predefined set of mixing rules for Lennard-Jones (LJ) interactions. This, however, does not guarantee their reliability. In fact, compared to the quantum mechanical reference data, Lorentz-Berthelot mixing rules substantially underestimate binding energies of Na(+) ions with small molecule analogues of lipid headgroups, yielding errors on the order of 80 and 130 kJ/mol, respectively for methyl acetate and diethyl phosphate. Previously, errors associated with mixing force fields have been reduced using approaches like ‘NB-fix’ in which LJ interactions are computed using explicit cross terms rather than those from mixing rules. Building on this idea, we derive explicit lipid-ion cross terms that also may implicitly include many-body cooperativity effects. Additionally, to account for interdependency between cross terms, we optimize all cross terms simultaneously by performing high-dimensional searches using our ParOpt software. The cross terms we obtain reduce the errors due to mixing rules to below 10 kJ/mol. MD simulation of lipid bilayer conducted using these optimized cross terms resolve the structural discrepancies between our previous simulations and small-angle X-ray and neutron scattering experiments. These results demonstrate that simulations of lipid bilayers with ions that are accurate up to structural data from scattering experiments can be performed without explicit polarization terms. However, it is worth noting that such NB-fix cross terms are not based on any physical principle; a polarizable lipid model would be more realistic, and is still desired. Our approach is generic and can be applied to improve accuracies of simulations employing mixed force fields.
- Published
- 2023