Accurate absolute free energies for ligand-protein binding based on non-equilibrium approaches

被引:70
作者
Gapsys, Vytautas [1 ]
Yildirim, Ahmet [2 ]
Aldeghi, Matteo [3 ]
Khalak, Yuriy [1 ]
van der Spoel, David [4 ]
de Groot, Bert L. [1 ]
机构
[1] Max Planck Inst Biophys Chem, Computat Biomol Dynam Grp, Gottingen, Germany
[2] Siirt Univ, Dept Phys, Siirt, Turkey
[3] Vector Inst Artificial Intelligence, Toronto, ON, Canada
[4] Uppsala Univ, Uppsala Ctr Computat Chem, Dept Cell & Mol Biol, Sci Life Lab, Uppsala, Sweden
基金
欧盟地平线“2020”; 瑞典研究理事会;
关键词
PARTICLE MESH EWALD; PREDICTION;
D O I
10.1038/s42004-021-00498-y
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Molecular dynamics-based approaches to calculate absolute protein-ligand binding free energy often rely on equilibrium free energy perturbation (FEP) protocols. Here, the authors study ligands binding to bromodomains and T4 lysozyme and find that both equilibrium and non-equilibrium approaches converge to the same results with the non-equilibrium method converging faster than FEP. The accurate calculation of the binding free energy for arbitrary ligand-protein pairs is a considerable challenge in computer-aided drug discovery. Recently, it has been demonstrated that current state-of-the-art molecular dynamics (MD) based methods are capable of making highly accurate predictions. Conventional MD-based approaches rely on the first principles of statistical mechanics and assume equilibrium sampling of the phase space. In the current work we demonstrate that accurate absolute binding free energies (ABFE) can also be obtained via theoretically rigorous non-equilibrium approaches. Our investigation of ligands binding to bromodomains and T4 lysozyme reveals that both equilibrium and non-equilibrium approaches converge to the same results. The non-equilibrium approach achieves the same level of accuracy and convergence as an equilibrium free energy perturbation (FEP) method enhanced by Hamiltonian replica exchange. We also compare uni- and bi-directional non-equilibrium approaches and demonstrate that considering the work distributions from both forward and reverse directions provides substantial accuracy gains. In summary, non-equilibrium ABFE calculations are shown to yield reliable and well-converged estimates of protein-ligand binding affinity.
引用
收藏
页数:13
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共 60 条
[31]   COMPARISON OF SIMPLE POTENTIAL FUNCTIONS FOR SIMULATING LIQUID WATER [J].
JORGENSEN, WL ;
CHANDRASEKHAR, J ;
MADURA, JD ;
IMPEY, RW ;
KLEIN, ML .
JOURNAL OF CHEMICAL PHYSICS, 1983, 79 (02) :926-935
[32]   Non-equilibrium approach for binding free energies in cyclodextrins in SAMPL7: force fields and software [J].
Khalak, Yuriy ;
Tresadern, Gary ;
de Groot, Bert L. ;
Gapsys, Vytautas .
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 2021, 35 (01) :49-61
[33]   Statistical mechanics of fluid mixtures [J].
Kirkwood, JG .
JOURNAL OF CHEMICAL PHYSICS, 1935, 3 (05) :300-313
[34]   Guidelines for the analysis of free energy calculations [J].
Klimovich, Pavel V. ;
Shirts, Michael R. ;
Mobley, David L. .
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 2015, 29 (05) :397-411
[35]   Avoiding False Positive Conclusions in Molecular Simulation: The Importance of Replicas [J].
Knapp, Bernhard ;
Ospina, Luis ;
Deane, Charlotte M. .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2018, 14 (12) :6127-6138
[36]   Sensitivity in Binding Free Energies Due to Protein Reorganization [J].
Lim, Nathan M. ;
Wang, Lingle ;
Abel, Robert ;
Mobley, David L. .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2016, 12 (09) :4620-4631
[37]   Improved side-chain torsion potentials for the Amber ff99SB protein force field [J].
Lindorff-Larsen, Kresten ;
Piana, Stefano ;
Palmo, Kim ;
Maragakis, Paul ;
Klepeis, John L. ;
Dror, Ron O. ;
shaw, David E. .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2010, 78 (08) :1950-1958
[38]   Replica exchange with solute tempering: A method for sampling biological systems in explicit water [J].
Liu, P ;
Kim, B ;
Friesner, RA ;
Berne, BJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (39) :13749-13754
[39]   Homologous ligands accommodated by discrete conformations of a buried cavity [J].
Merski, Matthew ;
Fischer, Marcus ;
Balius, Trent E. ;
Eidam, Oliv ;
Shoichet, Brian K. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (16) :5039-5044
[40]   Predicting absolute ligand binding free energies to a simple model site [J].
Mobley, David L. ;
Graves, Alan P. ;
Chodera, John D. ;
McReynolds, Andrea C. ;
Shoichet, Brian K. ;
Dill, Ken A. .
JOURNAL OF MOLECULAR BIOLOGY, 2007, 371 (04) :1118-1134