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Assessing the Performance of the MM/PBSA and MM/GBSA Methods. 1. The Accuracy of Binding Free Energy Calculations Based on Molecular Dynamics Simulations
Open accessAbstract
The Molecular Mechanics/Poisson-Boltzmann Surface Area (MM/PBSA) and the Molecular Mechanics/Generalized Born Surface Area (MM/GBSA) methods calculate binding free energies for macromolecules by combining molecular mechanics calculations and continuum solvation models. To systematically evaluate the performance of these methods, we report here an extensive study of 59 ligands interacting with six different proteins. First, we explored the effects of the length of the molecular dynamics (MD) simulation, ranging from 400 to 4800 ps, and the solute dielectric constant (1, 2, or 4) on the binding free energies predicted by MM/PBSA. The following three important conclusions could be observed: (1) MD simulation length has an obvious impact on the predictions, and longer MD simulation is not always necessary to achieve better predictions. (2) The predictions are quite sensitive to the solute dielectric constant, and this parameter should be carefully determined according to the characteristics of the protein/ligand binding interface. (3) Conformational entropy often show large fluctuations in MD trajectories, and a large number of snapshots are necessary to achieve stable predictions. Next, we evaluated the accuracy of the binding free energies calculated by three Generalized Born (GB) models. We found that the GB model developed by Onufriev and Case was the most successful model in ranking the binding affinities of the studied inhibitors. Finally, we evaluated the performance of MM/GBSA and MM/PBSA in predicting binding free energies. Our results showed that MM/PBSA performed better in calculating absolute, but not necessarily relative, binding free energies than MM/GBSA. Considering its computational efficiency, MM/GBSA can serve as a powerful tool in drug design, where correct ranking of inhibitors is often emphasized.
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Cites
Particle mesh Ewald: An N ⋅log( N ) method for Ewald sums in large systems
Darden, T., York, D., & Pedersen, L. (1993) · The Journal of Chemical Physics · doi:10.1063/1.464397 · Cited by 30,546
Ryckaert, J.-P., Ciccotti, G., & Berendsen, H. J. C. (1977) · Journal of Computational Physics · doi:10.1016/0021-9991(77)90098-5 · Cited by 21,239
Development and testing of a general amber force field
Wang, J., Wolf, R. M., Caldwell, J. W., Kollman, P. A., & Case, D. A. (2004) · Journal of Computational Chemistry · doi:10.1002/jcc.20035 · Cited by 19,506
Self-citationThe Amber biomolecular simulation programs
Case, D. A., Cheatham, T. E., Darden, T., Gohlke, H., Luo, R., Merz, K. M., Onufriev, A., Simmerling, C., Wang, B., & Woods, R. J. (2005) · Journal of Computational Chemistry · doi:10.1002/jcc.20290 · Cited by 9,535
Bayly, C. I., Cieplak, P., Cornell, W., & Kollman, P. A. (1993) · The Journal of Physical Chemistry · doi:10.1021/j100142a004 · Cited by 8,081
Molecular dynamics simulations at constant pressure and/or temperature
Andersen, H. C. (1980) · The Journal of Chemical Physics · doi:10.1063/1.439486 · Cited by 5,758
Automatic atom type and bond type perception in molecular mechanical calculations
Wang, J., Wang, W., Kollman, P. A., & Case, D. A. (2006) · Journal of Molecular Graphics and Modelling · doi:10.1016/j.jmgm.2005.12.005 · Cited by 5,477
Self-citationKollman, P. A., Massova, I., Reyes, C., Kuhn, B., Huo, S., Chong, L., Lee, M., Lee, T., Duan, Y., Wang, W., et al. (2000) · Accounts of Chemical Research · doi:10.1021/ar000033j · Cited by 4,978
Self-citationDuan, Y., Wu, C., Chowdhury, S., Lee, M. C., Xiong, G., Zhang, W., Yang, R., Cieplak, P., Luo, R., Lee, T., et al. (2003) · Journal of Computational Chemistry · doi:10.1002/jcc.10349 · Cited by 4,441
Self-citationOnufriev, A., Bashford, D., & Case, D. A. (2004) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.20033 · Cited by 2,507
Accurate Calculation of Hydration Free Energies Using Macroscopic Solvent Models
Sitkoff, D., Sharp, K. A., & Honig, B. (1994) · The Journal of Physical Chemistry · doi:10.1021/j100058a043 · Cited by 2,131
Van der Waals Radii of Elements
Batsanov, S. S. (2001) · Inorganic Materials · doi:10.1023/a:1011625728803 · Cited by 1,861
Eldridge, M. D., Murray, C. W., Auton, T. R., Paolini, G. V., & Mee, R. P. (1997) · Journal of Computer-Aided Molecular Design · doi:10.1023/a:1007996124545 · Cited by 1,686
High-resolution crystal structure of cytochrome P450cam
Poulos, T. L., Finzel, B. C., & Howard, A. J. (1987) · Journal of Molecular Biology · doi:10.1016/0022-2836(87)90190-2 · Cited by 1,411
Approximate atomic surfaces from linear combinations of pairwise overlaps (LCPO)
Weiser, J., Shenkin, P. S., & Still, W. C. (1999) · Journal of Computational Chemistry · doi:10.1002/(sici)1096-987x(19990130)20:2<217::aid-jcc4>3.0.co;2-a · Cited by 1,198
Gohlke, H., Kiel, C., & Case, D. A. (2003) · Journal of Molecular Biology · doi:10.1016/s0022-2836(03)00610-7 · Cited by 1,192
A new method for predicting binding affinity in computer-aided drug design
Åqvist, J., Medina, C., & Samuelsson, J.-E. (1994) · "Protein Engineering, Design and Selection" · doi:10.1093/protein/7.3.385 · Cited by 1,184
Knowledge-based scoring function to predict protein-ligand interactions
Gohlke, H., Hendlich, M., & Klebe, G. (2000) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.3371 · Cited by 1,157
Free Energy Via Molecular Simulation: Applications to Chemical and Biomolecular Systems
Beveridge, D. L., & DiCapua, F. M. (1989) · Annual Review of Biophysics and Biophysical Chemistry · doi:10.1146/annurev.bb.18.060189.002243 · Cited by 1,088
B�hm, H.-J. (1994) · Journal of Computer-Aided Molecular Design · doi:10.1007/bf00126743 · Cited by 1,011
A General and Fast Scoring Function for Protein−Ligand Interactions: A Simplified Potential Approach
Muegge, I., & Martin, Y. C. (1999) · Journal of Medicinal Chemistry · doi:10.1021/jm980536j · Cited by 1,007
Theory and applications of the generalized born solvation model in macromolecular simulations
Tsui, V., & Case, D. A. (2000) · Biopolymers · doi:10.1002/1097-0282(2000)56:4<275::aid-bip10024>3.0.co;2-e · Cited by 977
Hawkins, G. D., Cramer, C. J., & Truhlar, D. G. (1996) · The Journal of Physical Chemistry · doi:10.1021/jp961710n · Cited by 884
Converging free energy estimates: MM‐PB(GB)SA studies on the protein–protein complex Ras–Raf
Gohlke, H., & Case, D. A. (2004) · Journal of Computational Chemistry · doi:10.1002/jcc.10379 · Cited by 860
Rocchia, W., Alexov, E., & Honig, B. (2001) · The Journal of Physical Chemistry B · doi:10.1021/jp010454y · Cited by 831
Pairwise solute descreening of solute charges from a dielectric medium
Hawkins, G. D., Cramer, C. J., & Truhlar, D. G. (1995) · Chemical Physics Letters · doi:10.1016/0009-2614(95)01082-k · Cited by 700
Feig, M., Onufriev, A., Lee, M. S., Im, W., Case, D. A., & Brooks, C. L. (2004) · Journal of Computational Chemistry · doi:10.1002/jcc.10378 · Cited by 626
Reduced surface: an efficient way to compute molecular surfaces.
Sanner, M. F., Olson, A. J., & Spehner, J.-C. (1996) · PubMed · doi:10.1002/(sici)1097-0282(199603)38:3<305::aid-bip4>3.0.co;2-y · Cited by 585
Wang, W., Donini, O., Reyes, C. M., & Kollman, P. A. (2001) · Annual Review of Biophysics and Biomolecular Structure · doi:10.1146/annurev.biophys.30.1.211 · Cited by 547
Self-citationKuhn, B., & Kollman, P. A. (2000) · Journal of Medicinal Chemistry · doi:10.1021/jm000241h · Cited by 506
Validation and Use of the MM-PBSA Approach for Drug Discovery
Kuhn, B., Gerber, P., Schulz-Gasch, T., & Stahl, M. (2005) · Journal of Medicinal Chemistry · doi:10.1021/jm049081q · Cited by 462
Wang, J., Hou, T., & Xu, X. (2006) · Current Computer Aided-Drug Design · doi:10.2174/157340906778226454 · Cited by 381
Self-citationWang, W., & Kollman, P. A. (2000) · Journal of Molecular Biology · doi:10.1006/jmbi.2000.4057 · Cited by 322
Self-citationPugliese, L., Coda, A., Malcovati, M., & Bolognesi, M. (1993) · Journal of Molecular Biology · doi:10.1006/jmbi.1993.1321 · Cited by 306
Weis, A., Katebzadeh, K., Söderhjelm, P., Nilsson, I., & Ryde, U. (2006) · Journal of Medicinal Chemistry · doi:10.1021/jm0608210 · Cited by 267
Hou, T., & Yu, R. (2007) · Journal of Medicinal Chemistry · doi:10.1021/jm0609162 · Cited by 261
Self-citationComputational study of protein specificity: The molecular basis of HIV-1 protease drug resistance
Wang, W., & Kollman, P. A. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.251265598 · Cited by 251
Self-citationSCORE: A New Empirical Method for Estimating the Binding Affinity of a Protein-Ligand Complex
Wang, R., Liu, L., Lai, L., & Tang, Y. (1998) · Journal of Molecular Modeling · doi:10.1007/s008940050096 · Cited by 249
Miyamoto, S., & Kollman, P. A. (1993) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.340160303 · Cited by 225
Thermodynamics of the binding of biotin and some analogues by avidin
Green, N. (1966) · Biochemical Journal · doi:10.1042/bj1010774 · Cited by 202
Pearlman, D. A. (2005) · Journal of Medicinal Chemistry · doi:10.1021/jm050306m · Cited by 193
Hou, T., Zhang, W., Case, D. A., & Wang, W. (2008) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.12.054 · Cited by 192
Self-citationHuo, S., Wang, J., Cieplak, P., Kollman, P. A., & Kuntz, I. D. (2002) · Journal of Medicinal Chemistry · doi:10.1021/jm010338j · Cited by 165
Self-citationHou, T., Chen, K., McLaughlin, W. A., Lu, B., & Wang, W. (2006) · PLoS Computational Biology · doi:10.1371/journal.pcbi.0020001 · Cited by 165
Self-citationRapid and Accurate Prediction of Binding Free Energies for Saquinavir-Bound HIV-1 Proteases
Stoica, I., Sadiq, S. K., & Coveney, P. V. (2008) · Journal of the American Chemical Society · doi:10.1021/ja0779250 · Cited by 150
Almlöf, M., Brandsdal, B. O., & Åqvist, J. (2004) · Journal of Computational Chemistry · doi:10.1002/jcc.20047 · Cited by 145
Effect of ligand volume correction on PMF scoring
Muegge, I. (2001) · Journal of Computational Chemistry · doi:10.1002/1096-987x(200103)22:4<418::aid-jcc1012>3.0.co;2-3 · Cited by 114
Characterization of Domain-Peptide Interaction Interface
Hou, T., Xu, Z., Zhang, W., McLaughlin, W. A., Case, D. A., Xu, Y., & Wang, W. (2008) · Molecular & Cellular Proteomics · doi:10.1074/mcp.m800450-mcp200 · Cited by 101
Self-citationRanking ligand binding affinities with avidin: a molecular dynamics-based interaction energy study
Wang, J., Dixon, R., & Kollman, P. A. (1999) · Proteins Structure Function and Bioinformatics · Cited by 92
Self-citationBrown, S. P., & Muchmore, S. W. (2006) · Journal of Chemical Information and Modeling · doi:10.1021/ci050488t · Cited by 89
Hou, T., Zhu, L., Chen, L., & Xu, X. (2002) · Journal of Chemical Information and Computer Sciences · doi:10.1021/ci025552a · Cited by 84
Self-citationHou, T., Guo, S., & Xu, X. (2002) · The Journal of Physical Chemistry B · doi:10.1021/jp015516z · Cited by 83
Self-citationLepšík, M., Kříž, Z., & Havlas, Z. (2004) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.20192 · Cited by 65
Can MM‐PBSA calculations predict the specificities of protein kinase inhibitors?
Page, C. S., & Bates, P. A. (2006) · Journal of Computational Chemistry · doi:10.1002/jcc.20534 · Cited by 58
Udommaneethanakit, T., Rungrotmongkol, T., Bren, U., Frecer, V., & Miertuš, S. (2009) · Journal of Chemical Information and Modeling · doi:10.1021/ci900277r · Cited by 49
Zhang, W., Hou, T., Qiao, X., & Xu, X. (2003) · The Journal of Physical Chemistry B · doi:10.1021/jp034613k · Cited by 29
Self-citation
Research works printed but not linked: 6
- Hou T. J., 2006, Plos Comput. Biol., 2, 46
- Wang J., 1999, Proteins, 34, 69, 10.1002/(SICI)1097-0134(19990101)34:1<69::AID-PROT6>3.0.CO;2-C · doi:10.1002/(sici)1097-0134(19990101)34:1<69::aid-prot6>3.0.co;2-c
- Bren U., 2005, J. Chem. Inf. Model., 45, 1546, 10.1021/ci050151r · doi:10.1021/ci050151r
- Frisch M. J., 2004, Gaussian 03
- Giammona, D. A.An examination of conformational flexibility in porphyrin and bulky-ligand binding in myoglobin.Ph.D. thesis,University of California at Davis, 1984.
- Misra V. K., 1995, Proc. Natl. Acad. Sci. U.S.A., 92, 4691, 10.1073/pnas.92.10.4691 · doi:10.1073/pnas.92.10.4691
Cited by
g_mmpbsa—A GROMACS Tool for High-Throughput MM-PBSA Calculations
Kumari, R., Kumar, R., Open Source Drug Discovery Consortium, & Lynn, A. (2014) · Journal of Chemical Information and Modeling · doi:10.1021/ci500020m · Cited by 4,882
Sun, H., Li, Y., Tian, S., Xu, L., & Hou, T. (2014) · Phys. Chem. Chem. Phys. · doi:10.1039/c4cp01388c · Cited by 738
Self-citationA Review on Applications of Computational Methods in Drug Screening and Design
Lin, X., Li, X., & Lin, X. (2020) · Molecules · doi:10.3390/molecules25061375 · Cited by 718
Molecular Dynamics Simulations in Drug Discovery and Pharmaceutical Development
Salo-Ahen, O. M. H., Alanko, I., Bhadane, R., Bonvin, A. M. J. J., Honorato, R. V., Hossain, S., Juffer, A. H., Kabedev, A., Lahtela-Kakkonen, M., Larsen, A. S., et al. (2020) · Processes · doi:10.3390/pr9010071 · Cited by 659
Entropy-Enthalpy Compensation: Role and Ramifications in Biomolecular Ligand Recognition and Design
Chodera, J. D., & Mobley, D. L. (2013) · Annual Review of Biophysics · doi:10.1146/annurev-biophys-083012-130318 · Cited by 531
Metadata
- Authors
- Hou, T., Wang, J., Li, Y., & Wang, W.
- Venue
- Journal of Chemical Information and Modeling
- Publisher
- American Chemical Society (ACS)
- Published
- 2010-11-30
- Volume
- 51
- Issue
- 1
- Pages
- 69-82
- ISSN
- 1549-9596 (ISSN-L)
- 1549-960X
- OpenAlex
- W2142868265
- Cited by
- 2,773
- References
- 56
- FWCI
- 62.17
- Type
- journal article
- Language
- en
- Open access
- green
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