Motions of Allosteric and Orthosteric Ligand-Binding Sites in Proteins are Highly Correlated

Allostery is the phenomenon in which a ligand binding at one site affects other sites in the same macromolecule. Allostery has important roles in many biological processes. Theoretically, all nonfibrous proteins are potentially allosteric. However, few allosteric proteins have been validated, and the identification of novel allosteric sites remains a challenge. The motion of residues and subunits underlies protein function; therefore, we hypothesized that the motions of allosteric and orthosteric sites are correlated. We utilized a data set of 24 known allosteric sites from 23 monomer proteins to calculate the correlations between potential ligand-binding sites and corresponding orthosteric sites using a Gaussian network model (GNM). Most of the known allosteric site motions showed high correlations with corresponding orthosteric site motions, whereas other surface cavities did not. These high correlations were robust when using different structural data for the same protein, such as structures for the apo state and the orthosteric effector-binding state, whereas the contributions of different frequency modes to motion correlations depend on the given protein. The high correlations between allosteric and orthosteric site motions were also observed in oligomeric allosteric proteins. We applied motion correlation analysis to predict potential allosteric sites in the 23 monomer proteins, and some of these predictions were in good agreement with published experimental data. We also performed motion correlation analysis to identify a novel allosteric site in 15-lipoxygenase (an enzyme in the arachidonic acid metabolic network) using recently reported activating compounds. Our analysis correctly identified this novel allosteric site along with two other sites that are currently under experimental investigation. Our study demonstrates that the motions of allosteric sites are highly correlated with the motions of orthosteric sites. Our correlation analysis method provides new tools for predicting potential allosteric sites.

[1]  Y. Liu,et al.  Only One Protomer Is Active in the Dimer of SARS 3C-like Proteinase* , 2006, Journal of Biological Chemistry.

[2]  André A. S. T. Ribeiro,et al.  Energy propagation and network energetic coupling in proteins. , 2015, The journal of physical chemistry. B.

[3]  Rolf Hilgenfeld,et al.  Coronavirus Main Proteinase (3CLpro) Structure: Basis for Design of Anti-SARS Drugs , 2003, Science.

[4]  P. Flory,et al.  Statistical thermodynamics of random networks , 1976, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[5]  S. Jones,et al.  Principles of protein-protein interactions. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[6]  R. Jernigan,et al.  Inter-residue potentials in globular proteins and the dominance of highly specific hydrophilic interactions at close separation. , 1997, Journal of molecular biology.

[7]  D. Thirumalai,et al.  Allostery wiring diagrams in the transitions that drive the GroEL reaction cycle. , 2009, Journal of molecular biology.

[8]  A. Lesne,et al.  Chromatin fiber allostery and the epigenetic code , 2015, Journal of physics. Condensed matter : an Institute of Physics journal.

[9]  Shuai Li,et al.  Discovery of novel nonpeptide allosteric inhibitors interrupting the interaction of CDK2/cyclin A3 by virtual screening and bioassays. , 2015, Bioorganic & medicinal chemistry letters.

[10]  Shuai Li,et al.  ASD v3.0: unraveling allosteric regulation with structural mechanisms and biological networks , 2015, Nucleic Acids Res..

[11]  Michael Sternberg,et al.  AlloPred: prediction of allosteric pockets on proteins using normal mode perturbation analysis , 2015, BMC Bioinformatics.

[12]  Zheng Yang,et al.  Allosteric Transitions of Supramolecular Systems Explored by Network Models: Application to Chaperonin GroEL , 2009, PLoS Comput. Biol..

[13]  R. Nussinov,et al.  Is allostery an intrinsic property of all dynamic proteins? , 2004, Proteins.

[14]  Shaoyong Lu,et al.  ASBench: benchmarking sets for allosteric discovery , 2015, Bioinform..

[15]  Andrea Mozzarelli,et al.  Exploring and exploiting allostery: Models, evolution, and drug targeting. , 2011, Biochimica et biophysica acta.

[16]  Luhua Lai,et al.  Specificity of trypsin and chymotrypsin: loop-motion-controlled dynamic correlation as a determinant. , 2005, Biophysical journal.

[17]  Z. Nevin Gerek,et al.  Change in Allosteric Network Affects Binding Affinities of PDZ Domains: Analysis through Perturbation Response Scanning , 2011, PLoS Comput. Biol..

[18]  C. Chennubhotla,et al.  Insights into equilibrium dynamics of proteins from comparison of NMR and X-ray data with computational predictions. , 2007, Structure.

[19]  A. Friedler,et al.  Allosteric modulation of protein oligomerization: an emerging approach to drug design , 2014, Front. Chem..

[20]  Sara E. Nichols,et al.  Mapping of Allosteric Druggable Sites in Activation‐Associated Conformers of the M2 Muscarinic Receptor , 2014, Chemical biology & drug design.

[21]  David A Agard,et al.  Intramolecular signaling pathways revealed by modeling anisotropic thermal diffusion. , 2005, Journal of molecular biology.

[22]  David L Mobley,et al.  Quantifying Correlations Between Allosteric Sites in Thermodynamic Ensembles. , 2009, Journal of chemical theory and computation.

[23]  K. Moffat,et al.  Light-activated DNA binding in a designed allosteric protein , 2008, Proceedings of the National Academy of Sciences.

[24]  R. Jernigan,et al.  Residue-residue potentials with a favorable contact pair term and an unfavorable high packing density term, for simulation and threading. , 1996, Journal of molecular biology.

[25]  Luhua Lai,et al.  Allosteric sites can be identified based on the residue–residue interaction energy difference , 2015, Proteins.

[26]  R. Nussinov,et al.  Mechanisms of transcription factor selectivity. , 2010, Trends in genetics : TIG.

[27]  S. Elledge,et al.  Conservation of the Chk1 checkpoint pathway in mammals: linkage of DNA damage to Cdk regulation through Cdc25. , 1997, Science.

[28]  R. Nussinov,et al.  Allostery: absence of a change in shape does not imply that allostery is not at play. , 2008, Journal of molecular biology.

[29]  M. Schroeder,et al.  LIGSITEcsc: predicting ligand binding sites using the Connolly surface and degree of conservation , 2006, BMC Structural Biology.

[30]  R. Nussinov,et al.  Allostery in Disease and in Drug Discovery , 2013, Cell.

[31]  Luhua Lai,et al.  Biosynthesis, Purification, and Substrate Specificity of Severe Acute Respiratory Syndrome Coronavirus 3C-like Proteinase , 2004, Journal of Biological Chemistry.

[32]  R. Nussinov,et al.  Protein allostery, signal transmission and dynamics: a classification scheme of allosteric mechanisms , 2009, Molecular bioSystems.

[33]  Christopher L. McClendon,et al.  Discovery of Novel 15-Lipoxygenase Activators To Shift the Human Arachidonic Acid Metabolic Network toward Inflammation Resolution. , 2016, Journal of medicinal chemistry.

[34]  Yu Luo,et al.  Allosite: a method for predicting allosteric sites , 2013, Bioinform..

[35]  Simon Mitternacht,et al.  SPACER: server for predicting allosteric communication and effects of regulation , 2013, Nucleic Acids Res..

[36]  Chris Oostenbrink,et al.  Cytochrome P450 3A4 Inhibition by Ketoconazole: Tackling the Problem of Ligand Cooperativity Using Molecular Dynamics Simulations and Free-Energy Calculations , 2012, J. Chem. Inf. Model..

[37]  J. Matthews,et al.  The power of two: protein dimerization in biology. , 2004, Trends in biochemical sciences.

[38]  A. Atilgan,et al.  Direct evaluation of thermal fluctuations in proteins using a single-parameter harmonic potential. , 1997, Folding & design.

[39]  Andrzej Kloczkowski,et al.  Chain dimensions and fluctuations in random elastomeric networks. 1. Phantom Gaussian networks in the undeformed state , 1989 .

[40]  R. Ebright,et al.  Transcription activation by catabolite activator protein (CAP). , 1999, Journal of molecular biology.

[41]  J. Su,et al.  Prediction of allosteric sites on protein surfaces with an elastic-network-model-based thermodynamic method. , 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

[42]  L. Lai,et al.  Discovery of Novel Allosteric Effectors Based on the Predicted Allosteric Sites for Escherichia coli D-3-Phosphoglycerate Dehydrogenase , 2014, PloS one.

[43]  S. Vishveshwara,et al.  Allostery and conformational free energy changes in human tryptophanyl‐tRNA synthetase from essential dynamics and structure networks , 2010, Proteins.

[44]  David N Beratan,et al.  Coarse-grained modeling of allosteric regulation in protein receptors , 2009, Proceedings of the National Academy of Sciences.

[45]  A. Atilgan,et al.  Vibrational Dynamics of Folded Proteins: Significance of Slow and Fast Motions in Relation to Function and Stability , 1998 .

[46]  L. Lai,et al.  Identifying Allosteric Binding Sites in Proteins with a Two-State Go̅ Model for Novel Allosteric Effector Discovery. , 2012, Journal of chemical theory and computation.

[47]  T. N. Bhat,et al.  The Protein Data Bank , 2000, Nucleic Acids Res..

[48]  D. Thirumalai,et al.  Low-frequency normal modes that describe allosteric transitions in biological nanomachines are robust to sequence variations , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[49]  Alejandro Panjkovich,et al.  PARS: a web server for the prediction of Protein Allosteric and Regulatory Sites , 2014, Bioinform..

[50]  Jiahai Shi,et al.  The catalysis of the SARS 3C‐like protease is under extensive regulation by its extra domain , 2006, The FEBS journal.

[51]  L. Johnson,et al.  Recognition of Cdk2 by Cdk7 , 2007, Proteins.

[52]  G. Gao,et al.  The crystal structures of severe acute respiratory syndrome virus main protease and its complex with an inhibitor , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[53]  Jiahai Shi,et al.  Dynamically-Driven Enhancement of the Catalytic Machinery of the SARS 3C-Like Protease by the S284-T285-I286/A Mutations on the Extra Domain , 2014, PloS one.

[54]  Helen M Berman,et al.  Indirect readout of DNA sequence at the primary-kink site in the CAP-DNA complex: recognition of pyrimidine-purine and purine-purine steps. , 2006, Journal of molecular biology.

[55]  Chris Oostenbrink,et al.  Cooperative binding of aflatoxin B1 by cytochrome P450 3A4: a computational study. , 2014, Chemical research in toxicology.

[56]  R. Nussinov,et al.  Residues crucial for maintaining short paths in network communication mediate signaling in proteins , 2006, Molecular systems biology.

[57]  Jeffrey J. Gray,et al.  Allosteric Communication Occurs via Networks of Tertiary and Quaternary Motions in Proteins , 2009, PLoS Comput. Biol..

[58]  K. Storey,et al.  Temperature and phosphate effects on allosteric phenomena of phosphofructokinase from a hibernating ground squirrel (Spermophilus lateralis) , 2004, The FEBS journal.

[59]  Naigong Zhang,et al.  A novel binding pocket of cyclin‐dependent kinase 2 , 2009, Proteins.

[60]  R. Nussinov,et al.  Induced Fit, Conformational Selection and Independent Dynamic Segments: an Extended View of Binding Events Opinion , 2022 .

[61]  Gürol M. Süel,et al.  Evolutionarily conserved networks of residues mediate allosteric communication in proteins , 2003, Nature Structural Biology.

[62]  Hyuntae Na,et al.  Bridging between NMA and Elastic Network Models: Preserving All-Atom Accuracy in Coarse-Grained Models , 2015, PLoS Comput. Biol..

[63]  Ruth Nussinov,et al.  Principles of Allosteric Interactions in Cell Signaling , 2014, Journal of the American Chemical Society.

[64]  D. Thirumalai,et al.  Allosteric transitions in the chaperonin GroEL are captured by a dominant normal mode that is most robust to sequence variations. , 2007, Biophysical journal.

[65]  Vincent Le Guilloux,et al.  Fpocket: An open source platform for ligand pocket detection , 2009, BMC Bioinformatics.

[66]  Gareth Williams Elastic network model of allosteric regulation in protein kinase PDK1 , 2010, BMC Structural Biology.

[67]  G. Landreth,et al.  The CLK Family Kinases, CLK1 and CLK2, Phosphorylate and Activate the Tyrosine Phosphatase, PTP-1B* , 1999, The Journal of Biological Chemistry.

[68]  T. Lundqvist,et al.  Exploitation of structural and regulatory diversity in glutamate racemases , 2007, Nature.

[69]  D O Morgan,et al.  Cell cycle regulation of CDK2 activity by phosphorylation of Thr160 and Tyr15. , 1992, The EMBO journal.

[70]  Jianfeng Pei,et al.  Binding site detection and druggability prediction of protein targets for structure-based drug design. , 2013, Current pharmaceutical design.

[71]  Luhua Lai,et al.  Dynamic Simulations on the Arachidonic Acid Metabolic Network , 2007, PLoS Comput. Biol..

[72]  I. Bahar,et al.  Structure, Dynamics, and Allosteric Potential of Ionotropic Glutamate Receptor N-Terminal Domains , 2015, Biophysical journal.

[73]  Seren Soner,et al.  Hot Spots in a Network of Functional Sites , 2013, PloS one.

[74]  Simon Mitternacht,et al.  Binding Leverage as a Molecular Basis for Allosteric Regulation , 2011, PLoS Comput. Biol..

[75]  I. Bahar,et al.  Gaussian Dynamics of Folded Proteins , 1997 .

[76]  D. Swigon,et al.  Catabolite activator protein: DNA binding and transcription activation. , 2004, Current opinion in structural biology.

[77]  Julie C. Mitchell,et al.  Structure-Based Predictive Models for Allosteric Hot Spots , 2009, PLoS Comput. Biol..

[78]  Alejandro Panjkovich,et al.  Exploiting protein flexibility to predict the location of allosteric sites , 2012, BMC Bioinformatics.

[79]  M. Karplus,et al.  Allostery and cooperativity revisited , 2008, Protein science : a publication of the Protein Society.

[80]  Reidun Twarock,et al.  All-atom normal-mode analysis reveals an RNA-induced allostery in a bacteriophage coat protein. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.