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Identifying Systematic Force Field Errors Using a 3D-RISM Element Counting Correction
Lizet Casillas1, Vahe M Grigorian1, Tyler Luchko1
1Department of Physics and Astronomy, California State University, Northridge, CA 91330, USA.
This study identifies force field parameter errors in predicting small molecule hydration free energies using the 3D reference interaction site model (3D-RISM). Adjusting Lennard-Jones parameters in the general AMBER force field (GAFF) can improve accuracy across solvation models.
Area of Science:
- Computational chemistry
- Molecular modeling
- Physical chemistry
Background:
- Hydration free energies are crucial benchmarks for solvation models.
- Existing models often show errors due to inaccuracies in force fields, not solely solvation models.
- The general AMBER force field (GAFF) requires refinement for accurate predictions.
Purpose of the Study:
- To identify inaccuracies in the general AMBER force field (GAFF) non-bond parameters.
- To evaluate the performance of the 3D reference interaction site model (3D-RISM) with corrections for hydration free energy calculations.
- To propose improvements for force field parameters based on systematic errors.
Main Methods:
- Utilized the 3D reference interaction site model (3D-RISM) for calculating hydration free energies of 642 molecules from the FreeSolv database.
- Applied partial molar volume correction (PMVC) and element count correction (ECC), individually and combined (PMVECC).
- Analyzed systematic errors in parameters for molecules containing specific elements (Cl, Br, I, P).
Main Results:
- The PMVECC approach achieved a mean unsigned error of 1.01±0.04 kcal/mol and RMSE of 1.44±0.07 kcal/mol.
- This performance surpassed benchmark explicit solvent calculations from FreeSolv.
- Identified systematic errors in GAFF parameters for molecules with Cl, Br, I, and P, consistent across methods.
Conclusions:
- The 3D-RISM method with PMVECC offers a computationally efficient and accurate approach for hydration free energy prediction.
- Systematic errors in GAFF parameters, particularly for halogens and phosphorus, are confirmed.
- Minor adjustments to GAFF Lennard-Jones parameters are recommended to enhance hydration free energy predictions for all solvation models.
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