Quantum mechanical binding free energy calculation for phosphopeptide inhibitors of the Lck SH2 domain

The accurate and efficient calculation of binding free energies is essential in computational biophysics. We present a linear‐scaling quantum mechanical (QM)‐based end‐point method termed MM/QM‐COSMO to calculate binding free energies in biomolecular systems, with an improved description of entropic changes. Molecular dynamics trajectories are re‐evaluated using a semiempirical Hamiltonian and a continuum solvent model; translational and rotational entropies are calculated using configurational integrals, and internal entropy is calculated using the harmonic oscillator approximation. As an application, we studied the binding of a series of phosphotyrosine tetrapeptides to the human Lck SH2 domain, a key component in intracellular signal transduction, modulation of which can have therapeutic relevance in the treatment of cancer, osteoporosis, and autoimmune diseases. Calculations with molecular mechanics Poisson–Boltzmann, and generalized Born surface area methods showed large discrepancies with experimental data stemming from the enthalpic component, in agreement with an earlier report. The empirical force field‐based solvent interaction energy scoring function yielded improved results, with average unsigned error of 3.6 kcal/mol, and a better ligand ranking. The MM/QM‐COSMO method exhibited the best agreement both for absolute (average unsigned error = 0.7 kcal/mol) and relative binding free energy calculations. These results show the feasibility and promise of a full QM‐based end‐point method with an adequate balance of accuracy and computational efficiency. © 2011 Wiley Periodicals, Inc. J Comput Chem 2011

[1]  A. Bondi van der Waals Volumes and Radii , 1964 .

[2]  Claudio N. Cavasotto,et al.  Ligand docking and structure-based virtual screening in drug discovery. , 2007, Current topics in medicinal chemistry.

[3]  R. S. Mulliken Electronic Population Analysis on LCAO–MO Molecular Wave Functions. I , 1955 .

[4]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[5]  L. Greengard The Rapid Evaluation of Potential Fields in Particle Systems , 1988 .

[6]  Anselm H. C. Horn,et al.  AMBER force-field parameters for phosphorylated amino acids in different protonation states: phosphoserine, phosphothreonine, phosphotyrosine, and phosphohistidine , 2006, Journal of molecular modeling.

[7]  Martin Head-Gordon,et al.  Derivation and efficient implementation of the fast multipole method , 1994 .

[8]  Jeffrey J. Gray,et al.  High-resolution protein-protein docking. , 2006, Current opinion in structural biology.

[9]  Imran Siddiqi,et al.  Solvated Interaction Energy (SIE) for Scoring Protein-Ligand Binding Affinities, 1. Exploring the Parameter Space , 2007, J. Chem. Inf. Model..

[10]  Keith T. Butler,et al.  Toward accurate relative energy predictions of the bioactive conformation of drugs , 2009, J. Comput. Chem..

[11]  Gabriel Waksman,et al.  SH2 domains: role, structure and implications for molecular medicine , 2004, Expert Reviews in Molecular Medicine.

[12]  Victor Guallar,et al.  Importance of accurate charges in molecular docking: Quantum mechanical/molecular mechanical (QM/MM) approach , 2005, J. Comput. Chem..

[13]  J Andrew McCammon,et al.  Optimized Radii for Poisson-Boltzmann Calculations with the AMBER Force Field. , 2005, Journal of chemical theory and computation.

[14]  Claudio N. Cavasotto and Narender Singh Docking and High Throughput Docking: Successes and the Challenge of Protein Flexibility , 2008 .

[15]  D. Beveridge,et al.  Free energy via molecular simulation: applications to chemical and biomolecular systems. , 1989, Annual review of biophysics and biophysical chemistry.

[16]  J. Hermans,et al.  ES/IS: estimation of conformational free energy by combining dynamics simulations with explicit solvent with an implicit solvent continuum model. , 1999, Biophysical chemistry.

[17]  Paul A. Bates,et al.  Can MM‐PBSA calculations predict the specificities of protein kinase inhibitors? , 2006, J. Comput. Chem..

[18]  Bing Wang,et al.  The role of quantum mechanics in structure-based drug design. , 2007, Drug discovery today.

[19]  Francesco Aquilante,et al.  Calculation of protein-ligand interaction energies by a fragmentation approach combining high-level quantum chemistry with classical many-body effects. , 2009, The journal of physical chemistry. B.

[20]  Thomas Simonson,et al.  Solvation Free Energies Estimated from Macroscopic Continuum Theory: An Accuracy Assessment , 1994 .

[21]  W C Shakespeare,et al.  SH2 domain inhibition: a problem solved? , 2001, Current opinion in chemical biology.

[22]  Ulrich H E Hansmann,et al.  Dispersion terms and analysis of size- and charge dependence in an enhanced Poisson-Boltzmann approach. , 2007, The journal of physical chemistry. B.

[23]  J A McCammon,et al.  Theoretical calculations of relative affinities of binding. , 1991, Methods in enzymology.

[24]  F. Javier Luque,et al.  Extension of the MST continuum solvation model to the RM1 semiempirical hamiltonian , 2008, J. Comput. Chem..

[25]  Donald G Truhlar,et al.  X-Pol Potential: An Electronic Structure-Based Force Field for Molecular Dynamics Simulation of a Solvated Protein in Water. , 2009, Journal of chemical theory and computation.

[26]  Pavel Hobza,et al.  A reliable docking/scoring scheme based on the semiempirical quantum mechanical PM6-DH2 method accurately covering dispersion and H-bonding: HIV-1 protease with 22 ligands. , 2010, The journal of physical chemistry. B.

[27]  J. M. Bradshaw,et al.  Investigation of phosphotyrosine recognition by the SH2 domain of the Src kinase. , 1999, Journal of molecular biology.

[28]  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..

[29]  P. Kollman,et al.  Continuum Solvent Studies of the Stability of DNA, RNA, and Phosphoramidate−DNA Helices , 1998 .

[30]  Claudio N. Cavasotto,et al.  Docking-based virtual screening for ligands of G protein-coupled receptors: not only crystal structures but also in silico models. , 2011, Journal of molecular graphics & modelling.

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

[32]  Irwin D Kuntz,et al.  A molecular basis for the selectivity of thiadiazole urea inhibitors with stromelysin-1 and gelatinase-A from generalized born molecular dynamics simulations. , 2004, Journal of medicinal chemistry.

[33]  Walter Thiel,et al.  QM/MM methods for biomolecular systems. , 2009, Angewandte Chemie.

[34]  F. J. Luque,et al.  Protein flexibility and ligand recognition: challenges for molecular modeling. , 2011, Current topics in medicinal chemistry.

[35]  C. Brooks,et al.  Recent advances in the development and application of implicit solvent models in biomolecule simulations. , 2004, Current opinion in structural biology.

[36]  Shantenu Jha,et al.  Rapid, Accurate, and Precise Calculation of Relative Binding Affinities for the SH2 Domain Using a Computational Grid. , 2007, Journal of chemical theory and computation.

[37]  A. Klamt,et al.  COSMO : a new approach to dielectric screening in solvents with explicit expressions for the screening energy and its gradient , 1993 .

[38]  Yong Duan,et al.  Distinguish protein decoys by Using a scoring function based on a new AMBER force field, short molecular dynamics simulations, and the generalized born solvent model , 2004, Proteins.

[39]  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.

[40]  Darrin M. York,et al.  Parameterization and efficient implementation of a solvent model for linear-scaling semiempirical quantum mechanical calculations of biological macromolecules , 1996 .

[41]  Kazuya Machida,et al.  The SH2 domain: versatile signaling module and pharmaceutical target. , 2005, Biochimica et biophysica acta.

[42]  Jeremy C. Smith,et al.  Protein/ligand binding free energies calculated with quantum mechanics/molecular mechanics. , 2005, The journal of physical chemistry. B.

[43]  Claudio N. Cavasotto,et al.  Conformational Sampling of Protein Flexibility in Generalized Coordinates: Application to Ligand Docking , 2005 .

[44]  C. Cavasotto,et al.  The binding mode of petrosaspongiolide M to the human group IIA phospholipase A(2): exploring the role of covalent and noncovalent interactions in the inhibition process. , 2009, Chemistry.

[45]  J. Stewart Optimization of parameters for semiempirical methods I. Method , 1989 .

[46]  S. Jakes,et al.  Determination of receptor-ligand kinetic and equilibrium binding constants using surface plasmon resonance: application to the lck SH2 domain and phosphotyrosyl peptides. , 1995, Journal of medicinal chemistry.

[47]  Claudio N. Cavasotto,et al.  Ligand-Steered Modeling and Docking: A Benchmarking Study in Class A G-Protein-Coupled Receptors , 2010, J. Chem. Inf. Model..

[48]  Benoît Roux,et al.  Binding specificity of SH2 domains: Insight from free energy simulations , 2009, Proteins.

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

[50]  Wei Zhang,et al.  A point‐charge force field for molecular mechanics simulations of proteins based on condensed‐phase quantum mechanical calculations , 2003, J. Comput. Chem..

[51]  James J. P. Stewart,et al.  Application of the PM6 method to modeling proteins , 2009, Journal of molecular modeling.

[52]  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.

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

[54]  Gustavo E. Scuseria,et al.  Geometry Optimization of Kringle 1 of Plasminogen Using the PM3 Semiempirical Method , 2000 .

[55]  R. Ingraham,et al.  Determination of affinities for lck SH2 binding peptides using a sensitive fluorescence assay: comparison between the pYEEIP and pYQPQP consensus sequences reveals context-dependent binding specificity. , 1996, Biochemistry.

[56]  Themis Lazaridis,et al.  Contributions to the binding free energy of ligands to avidin and streptavidin , 2002, Proteins.

[57]  P. Kollman,et al.  Binding of a diverse set of ligands to avidin and streptavidin: an accurate quantitative prediction of their relative affinities by a combination of molecular mechanics and continuum solvent models. , 2000, Journal of medicinal chemistry.

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

[59]  H. Scheraga,et al.  Monte Carlo-minimization approach to the multiple-minima problem in protein folding. , 1987, Proceedings of the National Academy of Sciences of the United States of America.

[60]  Emilio Gallicchio,et al.  The non-polar solvent potential of mean force for the dimerization of alanine dipeptide: the role of solute-solvent van der Waals interactions. , 2004, Biophysical chemistry.

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

[62]  V. Hornak,et al.  Comparison of multiple Amber force fields and development of improved protein backbone parameters , 2006, Proteins.

[63]  A. Caflisch,et al.  Is quantum mechanics necessary for predicting binding free energy? , 2008, Journal of medicinal chemistry.

[64]  J A McCammon,et al.  Theory of biomolecular recognition. , 1998, Current opinion in structural biology.

[65]  Wilfred F. van Gunsteren,et al.  The importance of solute-solvent van der Waals interactions with interior atoms of biopolymers. , 2001 .

[66]  Donald G Truhlar,et al.  Importance of substrate and cofactor polarization in the active site of dihydrofolate reductase. , 2003, Journal of molecular biology.

[67]  Julian Tirado-Rives,et al.  Contribution of conformer focusing to the uncertainty in predicting free energies for protein-ligand binding. , 2006, Journal of medicinal chemistry.

[68]  Holger Gohlke,et al.  Converging free energy estimates: MM‐PB(GB)SA studies on the protein–protein complex Ras–Raf , 2004, J. Comput. Chem..

[69]  J. M. Bradshaw,et al.  Calorimetric investigation of proton linkage by monitoring both the enthalpy and association constant of binding: application to the interaction of the Src SH2 domain with a high-affinity tyrosyl phosphopeptide. , 1998, Biochemistry.

[70]  Nir Ben-Tal,et al.  Study of MDM2 Binding to p53-Analogues: Affinity, Helicity, and Applicability to Drug Design , 2009, J. Chem. Inf. Model..

[71]  Martin Zacharias,et al.  Continuum Solvent Modeling of Nonpolar Solvation: Improvement by Separating Surface Area Dependent Cavity and Dispersion Contributions , 2003 .

[72]  Peter V Coveney,et al.  Peptide recognition by the T cell receptor: comparison of binding free energies from thermodynamic integration, Poisson–Boltzmann and linear interaction energy approximations , 2005, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

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

[74]  Mark A Olson,et al.  Modeling loop reorganization free energies of acetylcholinesterase: A comparison of explicit and implicit solvent models , 2004, Proteins.

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

[76]  Peter V Coveney,et al.  Rapid and accurate prediction of binding free energies for saquinavir-bound HIV-1 proteases. , 2008, Journal of the American Chemical Society.

[77]  Claudio N. Cavasotto,et al.  Accurate Transferable Model for Water, n-Octanol, and n-Hexadecane Solvation Free Energies , 2002 .

[78]  J. Aqvist,et al.  A new method for predicting binding affinity in computer-aided drug design. , 1994, Protein engineering.

[79]  David A Pearlman,et al.  Evaluating the molecular mechanics poisson-boltzmann surface area free energy method using a congeneric series of ligands to p38 MAP kinase. , 2005, Journal of medicinal chemistry.

[80]  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.

[81]  Johannes C. Hermann,et al.  A combined QM/MM approach to protein--ligand interactions: polarization effects of the HIV-1 protease on selected high affinity inhibitors. , 2004, Journal of medicinal chemistry.

[82]  Marwen Naïm,et al.  Molecular dynamics-solvated interaction energy studies of protein-protein interactions: the MP1-p14 scaffolding complex. , 2008, Journal of molecular biology.

[83]  F. J. Luque,et al.  Performance of the IEF-MST solvation continuum model in a blind test prediction of hydration free energies. , 2009, The journal of physical chemistry. B.

[84]  I. H. Hillier,et al.  Semi-empirical molecular orbital methods including dispersion corrections for the accurate prediction of the full range of intermolecular interactions in biomolecules. , 2007, Physical chemistry chemical physics : PCCP.

[85]  P. Charifson,et al.  Are free energy calculations useful in practice? A comparison with rapid scoring functions for the p38 MAP kinase protein system. , 2001, Journal of medicinal chemistry.

[86]  J. M. Bradshaw,et al.  Mass spectrometric and thermodynamic studies reveal the role of water molecules in complexes formed between SH2 domains and tyrosyl phosphopeptides. , 1998, Structure.

[87]  Claudio N. Cavasotto,et al.  Scalaradial, a Dialdehyde‐Containing Marine Metabolite That Causes an Unexpected Noncovalent PLA2 Inactivation , 2007, Chembiochem : a European journal of chemical biology.

[88]  Jeffrey Skolnick,et al.  Assessment of programs for ligand binding affinity prediction , 2008, J. Comput. Chem..

[89]  T C Warren,et al.  Crystal structures of the human p56lck SH2 domain in complex with two short phosphotyrosyl peptides at 1.0 A and 1.8 A resolution. , 1996, Journal of molecular biology.

[90]  Wei Chen,et al.  Modeling Protein-Ligand Binding by Mining Minima. , 2010, Journal of chemical theory and computation.

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

[92]  W. C. Still,et al.  The GB/SA Continuum Model for Solvation. A Fast Analytical Method for the Calculation of Approximate Born Radii , 1997 .

[93]  K. Schulten,et al.  Molecular dynamics study of unbinding of the avidin-biotin complex. , 1997, Biophysical journal.

[94]  J. Stewart Optimization of parameters for semiempirical methods V: Modification of NDDO approximations and application to 70 elements , 2007, Journal of molecular modeling.

[95]  G. Ciccotti,et al.  Numerical Integration of the Cartesian Equations of Motion of a System with Constraints: Molecular Dynamics of n-Alkanes , 1977 .

[96]  Akash Khandelwal,et al.  A combination of docking, QM/MM methods, and MD simulation for binding affinity estimation of metalloprotein ligands. , 2005, Journal of medicinal chemistry.

[97]  Claudio N. Cavasotto,et al.  Quantum mechanical dynamics of charge transfer in ubiquitin in aqueous solution. , 2009, Chemphyschem : a European journal of chemical physics and physical chemistry.