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. 2019 Aug 7;11(1):53.
doi: 10.1186/s13321-019-0371-6.

Accuracy evaluation and addition of improved dihedral parameters for the MMFF94s

Affiliations

Accuracy evaluation and addition of improved dihedral parameters for the MMFF94s

Joel Wahl et al. J Cheminform. .

Abstract

The Platinum dataset of protein-bound ligand conformations was used to benchmark the ability of the MMFF94s force field to generate bioactive conformations by minimization of randomly generated conformers. Torsion angle parameters that generally caused wrong geometries were reparameterized by conducting dihedral scans using ab initio calculations at the MP2 level. This reparameterization resulted in a systematic improvement of generated conformations.

Keywords: Conformer generation; Force field parameterization; MMFF94s.

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Conflict of interest statement

None of the authors have any competing interests.

Figures

Fig. 1
Fig. 1
Example representations of torsion fragments. Example 1 refers to the dihedral angle of the rotation around a C–C bond, whereas C1 is part of a delocalized system, neighboring two C-atoms with two neighbors each (n2C). C2 is a non-aromatic C (!aC) bound to a nitrogen atom. In example 2, we again refer to the rotation around a C1–C2 bond. C1 is a non-aromatic carbon, bound to a non-aromatic carbon with less than 4 neighboring atoms (C!a,n<4; sp2 or sp hybridized). C2 is an amide carbonyl carbon. Example 3 is a combination of Examples 1 and 2, where C1 is part of a delocalized system, neighboring two Cn2 atoms, and C2 is an amide carbonyl carbon
Fig. 2
Fig. 2
Torsional fragments for which the MMFF94s-minimized structures exhibited systematic deviation of the central dihedral angle compared to the experimental structures
Fig. 3
Fig. 3
Torsional energy profiles for various substructures with problematic torsion angles for the MMFF94s. The four atoms defining the scanned torsion angles are indicated by asterisks. Conformational energies are given in kJ/mol. These structures are not present as ligands in the platinum dataset. Torsion histograms from the CSD with relative frequencies were added for several compounds
Fig. 4
Fig. 4
Plot of RMSDs between the closest low-energy conformer and the bioactive conformation for the original MMFF94s against the MMFF94s with the new parameters (MMFF94s_new) for 2833 structures from the Platinum Diverse Dataset. Data points where the unsigned difference between the two RMSD values is less than 0.1 are colored orange, data points where the MMFF94s_new performs better are shown in blue, whereas the grey data points indicate a better performance by the original MMFF94s

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References

    1. Zhou T, Huang D, Caflisch A. Quantum mechanical methods for drug design. Curr Top Med Chem. 2010;10:33–45. doi: 10.2174/156802610790232242. - DOI - PubMed
    1. Brooks BR, et al. CHARMM: the biomolecular simulation program. J Comput Chem. 2009;30:1545–1614. doi: 10.1002/jcc.21287. - DOI - PMC - PubMed
    1. Ponder JW, Case DA. Force fields for protein simulations. Protein Simul. 2003;66:27. doi: 10.1016/S0065-3233(03)66002-X. - DOI - PubMed
    1. Allen WJ, et al. DOCK 6: impact of new features and current docking performance. J Comput Chem. 2015;36:1132–1156. doi: 10.1002/jcc.23905. - DOI - PMC - PubMed
    1. Friesner RA, et al. Glide: a new approach for rapid, accurate docking and scoring. 1. Method and assessment of docking accuracy. J Med Chem. 2004;47:1739–1749. doi: 10.1021/jm0306430. - DOI - PubMed

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