An accurate free energy estimator: based on MM/PBSA combined with interaction entropy for protein-ligand binding affinity

被引:123
作者
Huang, Kaifang [1 ]
Luo, Song [1 ]
Cong, Yalong [2 ]
Zhong, Susu [1 ]
Zhang, John Z. H. [2 ,3 ,4 ]
Duan, Lili [1 ]
机构
[1] Shandong Normal Univ, Sch Phys & Elect, Jinan 250014, Peoples R China
[2] East China Normal Univ, Shanghai Engn Res Ctr Mol Therapeut & New Drug De, Sch Chem & Mol Engn, Shanghai 200062, Peoples R China
[3] NYU Shanghai, NYU ECNU Ctr Computat Chem, Shanghai 200062, Peoples R China
[4] NYU, Dept Chem, New York, NY 10003 USA
基金
中国国家自然科学基金;
关键词
BOLTZMANN SURFACE-AREA; THERMODYNAMIC INTEGRATION; MOLECULAR-DYNAMICS; PERTURBATION CALCULATIONS; CONFIGURATIONAL ENTROPY; COMPUTATIONAL ANALYSIS; CONTINUUM SOLVENT; MM-PBSA; DOCKING; PERFORMANCE;
D O I
10.1039/c9nr10638c
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The molecular mechanics/Poisson-Boltzmann surface area (MM/PBSA) method is constantly used to calculate the binding free energy of protein-ligand complexes, and has been shown to effectively balance computational cost against accuracy. The relative binding affinities obtained by the MM/PBSA approach are acceptable, while it usually overestimates the absolute binding free energy. This paper proposes four free energy estimators based on the MM/PBSA for enthalpy change combined with interaction entropy (IE) for entropy change using different weights for individual energy terms. The Delta G(PBSA_IE) method is determined to be an optimal estimator based on its performance in terms of the correlation between experimental and theoretical values and error estimations. This approach is optimized using high-quality experimental values from a training set containing 84 protein-ligand systems, and the coefficients for the sum of electrostatic energy and polar solvation free energy, van der Waals (vdW) energy, non-polar solvation energy and entropy change are obtained by multivariate linear fitting to the corresponding experimental values. A comparison between the traditional MM/PBSA method and this method shows that the correlation coefficient is improved from 0.46 to 0.72 and the slope of the regression line increases from 0.10 to 1.00. More importantly, the mean absolute error (MAE) is significantly reduced from 22.52 to 1.59 kcal mol(-1). Furthermore, the numerical stability of this method is validated on a test set with a similar correlation coefficient, slope and MAE to those of the training set. Based on the above advantages, the Delta G(PBSA_IE) method can be a powerful tool for a reliable and accurate estimation of binding free energy and plays a significant role in a detailed energetic investigation of protein-ligand interaction.
引用
收藏
页码:10737 / 10750
页数:14
相关论文
共 75 条
[1]   Statistical Analysis on the Performance of Molecular Mechanics Poisson-Boltzmann Surface Area versus Absolute Binding Free Energy Calculations: Bromodomains as a Case Study [J].
Aldeghi, Matteo ;
Bodkin, Michael J. ;
Knapp, Stefan ;
Biggin, Philip C. .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2017, 57 (09) :2203-2221
[2]   A new definition of cavities for the computation of solvation free energies by the polarizable continuum model [J].
Barone, V ;
Cossi, M ;
Tomasi, J .
JOURNAL OF CHEMICAL PHYSICS, 1997, 107 (08) :3210-3221
[3]   FREE-ENERGY PERTURBATION METHOD FOR CHEMICAL-REACTIONS IN THE CONDENSED PHASE - A DYNAMICAL-APPROACH BASED ON A COMBINED QUANTUM AND MOLECULAR MECHANICS POTENTIAL [J].
BASH, PA ;
FIELD, MJ ;
KARPLUS, M .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1987, 109 (26) :8092-8094
[4]   A WELL-BEHAVED ELECTROSTATIC POTENTIAL BASED METHOD USING CHARGE RESTRAINTS FOR DERIVING ATOMIC CHARGES - THE RESP MODEL [J].
BAYLY, CI ;
CIEPLAK, P ;
CORNELL, WD ;
KOLLMAN, PA .
JOURNAL OF PHYSICAL CHEMISTRY, 1993, 97 (40) :10269-10280
[5]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[6]   FREE-ENERGY VIA MOLECULAR SIMULATION - APPLICATIONS TO CHEMICAL AND BIOMOLECULAR SYSTEMS [J].
BEVERIDGE, DL ;
DICAPUA, FM .
ANNUAL REVIEW OF BIOPHYSICS AND BIOPHYSICAL CHEMISTRY, 1989, 18 :431-492
[7]   HARMONIC-ANALYSIS OF LARGE SYSTEMS .1. METHODOLOGY [J].
BROOKS, BR ;
JANEZIC, D ;
KARPLUS, M .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 1995, 16 (12) :1522-1542
[8]  
Case DA, 2017, AMBER
[9]   Assessing the performance of the MM/PBSA and MM/GBSA methods. 6. Capability to predict protein-protein binding free energies and re-rank binding poses generated by protein-protein docking [J].
Chen, Fu ;
Liu, Hui ;
Sun, Huiyong ;
Pan, Peichen ;
Li, Youyong ;
Li, Dan ;
Hou, Tingjun .
PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 2016, 18 (32) :22129-22139
[10]   Effect of mutations on binding of ligands to guanine riboswitch probed by free energy perturbation and molecular dynamics simulations [J].
Chen, Jianzhong ;
Wang, Xingyu ;
Pang, Laixue ;
Zhang, John Z. H. ;
Zhu, Tong .
NUCLEIC ACIDS RESEARCH, 2019, 47 (13) :6618-6631