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Systematic Evaluation of ReaxFF Reactive Force Fields for Biochemical Applications
Evgeny Moerman1, David Furman1,2, David J Wales1
1Yusuf Hamied Department of Chemistry, University of Cambridge, Lens_eld Road, Cambridge CB2 1EW, U.K.
Four ReaxFF force fields show significant errors in predicting amino acid structures and energies. They also fail to accurately model dipeptide formation reactions, predicting unphysical mechanisms and energy landscapes.
Area of Science:
- Computational chemistry
- Biomolecular modeling
- Force field development
Background:
- ReaxFF force fields are widely used for simulating chemical reactions in biological systems.
- Previous benchmarks have focused on specific aspects or smaller molecular systems.
Purpose of the Study:
- To systematically evaluate the performance of four established ReaxFF force fields on fundamental amino acid and dipeptide systems.
- To identify limitations in current ReaxFF force fields regarding structural, energetic, and reactive properties.
Main Methods:
- Benchmarking four ReaxFF force fields against quantum mechanical calculations for 20 amino acids and 11 dipeptides.
- Analysis of geometries, energetics, atomic charges, and reaction pathways for condensation reactions.
Main Results:
- Systematic errors exceeding 100° in amino acid torsion angles and inaccurate relative conformer energies were observed.
- Only one force field quantitatively reproduced dipeptide formation reaction energies.
- All force fields predicted unphysical reaction mechanisms, including unstable intermediates and five-coordinate carbons.
Conclusions:
- Current ReaxFF force fields, despite training on biochemical systems, exhibit significant deficiencies for amino acids and dipeptide formation.
- The predicted reaction mechanisms and energy landscapes are often unphysical, limiting their reliability for complex biochemical reaction simulations.
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