Recent theoretical and computational advances for modeling protein-ligand binding affinities.

We review recent theoretical and algorithmic advances for the modeling of protein ligand binding free energies. We first describe a statistical mechanics theory of noncovalent association, with particular focus on deriving the fundamental formulas on which computational methods are based. The second part reviews the main computational models and algorithms in current use or development, pointing out the relations with each other and with the theory developed in the first part. Particular emphasis is given to the modeling of conformational reorganization and entropic effect. The methods reviewed are free energy perturbation, double decoupling, the Binding Energy Distribution Analysis Method, the potential of mean force method, mining minima and MM/PBSA. These models have different features and limitations, and their ranges of applicability vary correspondingly. Yet their origins can all be traced back to a single fundamental theory.

[1]  Brian K. Shoichet,et al.  Virtual screening of chemical libraries , 2004, Nature.

[2]  K. Dill,et al.  On the use of orientational restraints and symmetry corrections in alchemical free energy calculations. , 2006, The Journal of chemical physics.

[3]  James Andrew McCammon,et al.  Ligand-receptor interactions , 1984, Comput. Chem..

[4]  M. Gilson,et al.  Free energy, entropy, and induced fit in host-guest recognition: calculations with the second-generation mining minima algorithm. , 2004, Journal of the American Chemical Society.

[5]  Alexander D. MacKerell,et al.  Computational evaluation of protein-small molecule binding. , 2009, Current opinion in structural biology.

[6]  Michael K. Gilson,et al.  Tork: Conformational analysis method for molecules and complexes , 2003, J. Comput. Chem..

[7]  R. Levy,et al.  Computer simulations with explicit solvent: recent progress in the thermodynamic decomposition of free energies and in modeling electrostatic effects. , 1998, Annual review of physical chemistry.

[8]  K. Dill,et al.  Predicting absolute ligand binding free energies to a simple model site. , 2007, Journal of molecular biology.

[9]  Pengyu Y. Ren,et al.  Calculation of protein–ligand binding free energy by using a polarizable potential , 2008, Proceedings of the National Academy of Sciences.

[10]  Charles L Brooks,et al.  Recent advances in implicit solvent-based methods for biomolecular simulations. , 2008, Current opinion in structural biology.

[11]  Chao-Yie Yang,et al.  Importance of ligand reorganization free energy in protein-ligand binding-affinity prediction. , 2009, Journal of the American Chemical Society.

[12]  B. Matthews,et al.  A cavity-containing mutant of T4 lysozyme is stabilized by buried benzene , 1993, Nature.

[13]  P A Kollman,et al.  Absolute and relative binding free energy calculations of the interaction of biotin and its analogs with streptavidin using molecular dynamics/free energy perturbation approaches , 1993, Proteins.

[14]  Christophe Chipot,et al.  Good practices in free-energy calculations. , 2010, The journal of physical chemistry. B.

[15]  M. Gilson,et al.  Ligand configurational entropy and protein binding , 2007, Proceedings of the National Academy of Sciences.

[16]  Mark A Olson,et al.  Calculation of absolute protein-ligand binding affinity using path and endpoint approaches. , 2006, Biophysical journal.

[17]  Benoît Roux,et al.  Calculation of Standard Binding Free Energies:  Aromatic Molecules in the T4 Lysozyme L99A Mutant. , 2006, Journal of chemical theory and computation.

[18]  Benoît Roux,et al.  Computation of Absolute Hydration and Binding Free Energy with Free Energy Perturbation Distributed Replica-Exchange Molecular Dynamics (FEP/REMD). , 2009, Journal of chemical theory and computation.

[19]  Guohui Li,et al.  Trypsin‐ligand binding free energies from explicit and implicit solvent simulations with polarizable potential , 2009, J. Comput. Chem..

[20]  B. Berne,et al.  Replica exchange with solute tempering: a method for sampling biological systems in explicit water. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[21]  Ronald M. Levy,et al.  Conformational populations of ligand‐sized molecules by replica exchange molecular dynamics and temperature reweighting , 2009, J. Comput. Chem..

[22]  Wilfred F van Gunsteren,et al.  Free energies of ligand binding for structurally diverse compounds. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[23]  B. Matthews,et al.  A model binding site for testing scoring functions in molecular docking. , 2002, Journal of molecular biology.

[24]  Steven W. Muchmore,et al.  High-Throughput Calculation of Protein-Ligand Binding Affinities: Modification and Adaptation of the MM-PBSA Protocol to Enterprise Grid Computing , 2006, J. Chem. Inf. Model..

[25]  D. Case,et al.  Generalized Born Models of Macromolecular Solvation Effects , 2001 .

[26]  David A. Kofke,et al.  Appropriate methods to combine forward and reverse free-energy perturbation averages , 2003 .

[27]  N. Foloppe,et al.  Towards predictive ligand design with free-energy based computational methods? , 2006, Current medicinal chemistry.

[28]  David L. Mobley,et al.  Chapter 4 Alchemical Free Energy Calculations: Ready for Prime Time? , 2007 .

[29]  Kenneth M. Merz,et al.  Drug Design : Structure-and Ligand-Based Approaches , 2017 .

[30]  B. Roux,et al.  Absolute binding free energy calculations using molecular dynamics simulations with restraining potentials. , 2006, Biophysical journal.

[31]  David A. Kofke,et al.  Accuracy of free-energy perturbation calculations in molecular simulation. I. Modeling , 2001 .

[32]  Steven W. Muchmore,et al.  Rapid Estimation of Relative Protein-Ligand Binding Affinities Using a High-Throughput Version of MM-PBSA , 2007, J. Chem. Inf. Model..

[33]  Michael R. Shirts,et al.  Statistically optimal analysis of samples from multiple equilibrium states. , 2008, The Journal of chemical physics.

[34]  Jonathan W. Essex,et al.  Prediction of protein–ligand binding affinity by free energy simulations: assumptions, pitfalls and expectations , 2010, J. Comput. Aided Mol. Des..

[35]  B. Widom,et al.  Potential-distribution theory and the statistical mechanics of fluids , 1982 .

[36]  Michael K. Gilson,et al.  A synthetic host-guest system achieves avidin-biotin affinity by overcoming enthalpy–entropy compensation , 2007, Proceedings of the National Academy of Sciences.

[37]  Anders Wallqvist,et al.  Computing Relative Free Energies of Solvation using Single Reference Thermodynamic Integration Augmented with Hamiltonian Replica Exchange. , 2010, Journal of chemical theory and computation.

[38]  P. Kollman,et al.  Calculating structures and free energies of complex molecules: combining molecular mechanics and continuum models. , 2000, Accounts of chemical research.

[39]  B. Widom,et al.  Some Topics in the Theory of Fluids , 1963 .

[40]  Adrian E Roitberg,et al.  Constant pH replica exchange molecular dynamics in biomolecules using a discrete protonation model. , 2010, Journal of chemical theory and computation.

[41]  Benoît Roux,et al.  Free Energy Perturbation Hamiltonian Replica-Exchange Molecular Dynamics (FEP/H-REMD) for Absolute Ligand Binding Free Energy Calculations. , 2010, Journal of chemical theory and computation.

[42]  Alexander D. MacKerell,et al.  All-atom empirical potential for molecular modeling and dynamics studies of proteins. , 1998, The journal of physical chemistry. B.

[43]  Zhiqiang Tan,et al.  On a Likelihood Approach for Monte Carlo Integration , 2004 .

[44]  W. L. Jorgensen,et al.  Development and Testing of the OPLS All-Atom Force Field on Conformational Energetics and Properties of Organic Liquids , 1996 .

[45]  Natasja Brooijmans,et al.  Molecular recognition and docking algorithms. , 2003, Annual review of biophysics and biomolecular structure.

[46]  Y. Sugita,et al.  Replica-exchange molecular dynamics method for protein folding , 1999 .

[47]  Irwin D Kuntz,et al.  Free energy calculations for theophylline binding to an RNA aptamer: Comparison of MM-PBSA and thermodynamic integration methods. , 2003, Biopolymers.

[48]  Yuko Okamoto,et al.  Multicanonical Algorithm, Simulated Tempering, Replica-Exchange Method, and All That , 2008, 0810.1117.

[49]  K. Sharp,et al.  On the calculation of absolute macromolecular binding free energies , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[50]  M. Karplus,et al.  Effective energy function for proteins in solution , 1999, Proteins.

[51]  A. Laio,et al.  Free-energy landscape for beta hairpin folding from combined parallel tempering and metadynamics. , 2006, Journal of the American Chemical Society.

[52]  David L Mobley,et al.  Nonlinear scaling schemes for Lennard-Jones interactions in free energy calculations. , 2007, The Journal of chemical physics.

[53]  B. Roux,et al.  Absolute binding free energy calculations of sparsomycin analogs to the bacterial ribosome. , 2010, The journal of physical chemistry. B.

[54]  P. Kollman,et al.  A Second Generation Force Field for the Simulation of Proteins, Nucleic Acids, and Organic Molecules , 1995 .

[55]  Anthony K. Felts,et al.  Temperature weighted histogram analysis method, replica exchange, and transition paths. , 2005, The journal of physical chemistry. B.

[56]  Emilio Gallicchio,et al.  Advances in all atom sampling methods for modeling protein-ligand binding affinities. , 2011, Current opinion in structural biology.

[57]  Nicolas Foloppe,et al.  Drug-like Bioactive Structures and Conformational Coverage with the LigPrep/ConfGen Suite: Comparison to Programs MOE and Catalyst , 2010, J. Chem. Inf. Model..

[58]  Wilfred F. van Gunsteren,et al.  An improved GROMOS96 force field for aliphatic hydrocarbons in the condensed phase , 2001, J. Comput. Chem..

[59]  D. Case,et al.  Generalized born models of macromolecular solvation effects. , 2000, Annual review of physical chemistry.

[60]  R. Levy,et al.  Monte Carlo Study of the Effect of Pressure on Hydrophobic Association , 1997 .

[61]  B. Shoichet,et al.  Decoys for docking. , 2005, Journal of medicinal chemistry.

[62]  R. Swendsen,et al.  THE weighted histogram analysis method for free‐energy calculations on biomolecules. I. The method , 1992 .

[63]  R. D. Groot The association constant of a flexible molecule and a single atom: Theory and simulation , 1992 .

[64]  Jon Clardy,et al.  DESIGN, SYNTHESIS, AND KINETIC EVALUATION OF HIGH-AFFINITY FKBP LIGANDS AND THE X-RAY CRYSTAL-STRUCTURES OF THEIR COMPLEXES WITH FKBP12. , 1994 .

[65]  Nathan A. Baker,et al.  Improving implicit solvent simulations: a Poisson-centric view. , 2005, Current opinion in structural biology.

[66]  David L. Mobley,et al.  Drug Design: Free-energy calculations in structure-based drug design , 2010 .

[67]  R. Levy,et al.  Antigenic characteristics of rhinovirus chimeras designed in silico for enhanced presentation of HIV-1 gp41 epitopes [corrected]. , 2010, Journal of molecular biology.

[68]  M. Rami Reddy,et al.  Free energy calculations in rational drug design , 2001 .

[69]  D. S. Pilch,et al.  Use of 2-aminopurine as a fluorescent tool for characterizing antibiotic recognition of the bacterial rRNA A-site. , 2007, Tetrahedron.

[70]  Richard A. Friesner,et al.  Comparative Performance of Several Flexible Docking Programs and Scoring Functions: Enrichment Studies for a Diverse Set of Pharmaceutically Relevant Targets. , 2007 .

[71]  William L Jorgensen,et al.  Perspective on Free-Energy Perturbation Calculations for Chemical Equilibria. , 2008, Journal of chemical theory and computation.

[72]  Graca Raposo,et al.  Correction for Wagoner and Baker, Assessing implicit models for nonpolar mean solvation forces: The importance of dispersion and volume terms , 2007, Proceedings of the National Academy of Sciences.

[73]  M. Karplus,et al.  Evaluation of the configurational entropy for proteins: application to molecular dynamics simulations of an α-helix , 1984 .

[74]  Emilio Gallicchio,et al.  The Binding Energy Distribution Analysis Method (BEDAM) for the Estimation of Protein-Ligand Binding Affinities. , 2010, Journal of chemical theory and computation.

[75]  A. Laio,et al.  A bias-exchange approach to protein folding. , 2007, The journal of physical chemistry. B.

[76]  Ruhong Zhou,et al.  Hydrophobic aided replica exchange: an efficient algorithm for protein folding in explicit solvent. , 2006, The journal of physical chemistry. B.

[77]  Emilio Gallicchio,et al.  The AGBNP2 Implicit Solvation Model. , 2009, Journal of chemical theory and computation.

[78]  R. Zwanzig High‐Temperature Equation of State by a Perturbation Method. I. Nonpolar Gases , 1954 .

[79]  David L Mobley,et al.  Predicting ligand binding affinity with alchemical free energy methods in a polar model binding site. , 2009, Journal of molecular biology.

[80]  B. Roux,et al.  Computations of standard binding free energies with molecular dynamics simulations. , 2009, The journal of physical chemistry. B.

[81]  Igor N. Serdyuk,et al.  Methods in Molecular Biophysics: Structure, Dynamics, Function , 2007 .

[82]  A. Pohorille,et al.  Cavities in molecular liquids and the theory of hydrophobic solubilities. , 1990, Journal of the American Chemical Society.

[83]  Stephen F Martin,et al.  Thermodynamic and structural effects of conformational constraints in protein-ligand interactions. Entropic paradoxy associated with ligand preorganization. , 2009, Journal of the American Chemical Society.

[84]  Charles L. Brooks,et al.  λ‐Dynamics free energy simulation methods , 2009, J. Comput. Chem..

[85]  Christophe Chipot,et al.  Free Energy Calculations , 2008 .

[86]  M. Gilson,et al.  Calculation of protein-ligand binding affinities. , 2007, Annual review of biophysics and biomolecular structure.

[87]  Michael K Gilson,et al.  Evaluating the Accuracy of the Quasiharmonic Approximation. , 2005, Journal of chemical theory and computation.

[88]  Jonathan C. Horton,et al.  What you see ... , 2001, Nature.

[89]  William L. Jorgensen Interactions between amides in solution and the thermodynamics of weak binding , 1989 .

[90]  Michael K Gilson,et al.  On the theory of noncovalent binding. , 2004, Biophysical journal.

[91]  W. L. Jorgensen Efficient Drug Lead Discovery and Optimization , 2009 .

[92]  Emilio Gallicchio,et al.  In silico vaccine design based on molecular simulations of rhinovirus chimeras presenting HIV-1 gp41 epitopes. , 2009, Journal of molecular biology.

[93]  David L Mobley,et al.  Alchemical free energy methods for drug discovery: progress and challenges. , 2011, Current opinion in structural biology.

[94]  Campbell McInnes,et al.  Virtual screening strategies in drug discovery. , 2007, Current opinion in chemical biology.

[95]  Y. Sugita,et al.  Free energy calculations for DNA base stacking by replica-exchange umbrella sampling , 2004 .

[96]  A. Roitberg,et al.  Coupling of replica exchange simulations to a non-Boltzmann structure reservoir. , 2007, The journal of physical chemistry. B.

[97]  L. Pratt,et al.  The Potential Distribution Theorem and Models of Molecular Solutions , 2006 .

[98]  David L Mobley,et al.  The Confine-and-Release Method: Obtaining Correct Binding Free Energies in the Presence of Protein Conformational Change. , 2007, Journal of chemical theory and computation.

[99]  Michael K. Gilson,et al.  Theory of free energy and entropy in noncovalent binding. , 2009, Chemical reviews.

[100]  Michael K Gilson,et al.  Host-guest complexes with protein-ligand-like affinities: computational analysis and design. , 2009, Journal of the American Chemical Society.

[101]  Michael R Shirts,et al.  Parallelized-over-parts computation of absolute binding free energy with docking and molecular dynamics. , 2006, The Journal of chemical physics.

[102]  Michael R. Shirts,et al.  Direct calculation of the binding free energies of FKBP ligands. , 2005, The Journal of chemical physics.

[103]  Jonathan W. Essex,et al.  The development of replica-exchange-based free-energy methods , 2003 .

[104]  Richard H. Henchman,et al.  Revisiting free energy calculations: a theoretical connection to MM/PBSA and direct calculation of the association free energy. , 2004, Biophysical journal.

[105]  Alan M. Ferrenberg,et al.  Optimized Monte Carlo data analysis. , 1989, Physical Review Letters.

[106]  William L. Jorgensen,et al.  Efficient computation of absolute free energies of binding by computer simulations. Application to the methane dimer in water , 1988 .

[107]  Vijay S Pande,et al.  Comparison of computational approaches for predicting the effects of missense mutations on p53 function. , 2009, Journal of molecular graphics & modelling.

[108]  M. Gilson,et al.  The statistical-thermodynamic basis for computation of binding affinities: a critical review. , 1997, Biophysical journal.

[109]  P. Charifson,et al.  Conformational analysis of drug-like molecules bound to proteins: an extensive study of ligand reorganization upon binding. , 2004, Journal of medicinal chemistry.

[110]  Anders Wallqvist,et al.  Free-energy profiles of membrane insertion of the M2 transmembrane peptide from influenza A virus. , 2008, Biophysical journal.

[111]  B. Matthews,et al.  Energetic origins of specificity of ligand binding in an interior nonpolar cavity of T4 lysozyme. , 1995, Biochemistry.

[112]  W. L. Jorgensen The Many Roles of Computation in Drug Discovery , 2004, Science.

[113]  István Kolossváry,et al.  Evaluation of the Molecular Configuration Integral in All Degrees of Freedom for the Direct Calculation of Conformational Free Energies: Prediction of the Anomeric Free Energy of Monosaccharides , 1997 .

[114]  Charles H. Bennett,et al.  Efficient estimation of free energy differences from Monte Carlo data , 1976 .

[115]  B. Roux,et al.  Calculation of absolute protein-ligand binding free energy from computer simulations. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[116]  B. Roux,et al.  Implicit solvent models. , 1999, Biophysical chemistry.

[117]  Christophe Chipot,et al.  Comprar Free Energy Calculations · Theory and Applications in Chemistry and Biology | Chipot, Christophe | 9783540736172 | Springer , 2007 .

[118]  Jozef Hritz,et al.  Hamiltonian replica exchange molecular dynamics using soft-core interactions. , 2008, The Journal of chemical physics.

[119]  Michael K. Gilson,et al.  ''Mining minima'': Direct computation of conformational free energy , 1997 .

[120]  Stefan Boresch,et al.  Absolute Binding Free Energies: A Quantitative Approach for Their Calculation , 2003 .

[121]  M. Gilson,et al.  Calculation of Molecular Configuration Integrals , 2003 .

[122]  R. Pomès,et al.  Equilibrium exchange enhances the convergence rate of umbrella sampling , 2008 .

[123]  K. Dill,et al.  Binding of small-molecule ligands to proteins: "what you see" is not always "what you get". , 2009, Structure.

[124]  Christopher J. Woods,et al.  Enhanced configurational sampling in binding free-energy calculations , 2003 .

[125]  Cen Gao,et al.  Accounting for ligand conformational restriction in calculations of protein-ligand binding affinities. , 2010, Biophysical journal.