Multiple diverse ligands binding at a single protein site: A matter of pre‐existing populations
Open accessAbstract
Here, we comment on the steadily increasing body of data showing that proteins with specificity actually bind ligands of diverse shapes, sizes, and composition. Such a phenomenon is not surprising when one considers that binding is a dynamic process with populations in equilibrium and that the shape of the binding site is strongly influenced by the molecular partner. It derives implicitly from the concept of populations. All proteins, specific and nonspecific, exist in ensembles of substates. If the library of ligands in solution is large enough, favorably matching ligands with altered shapes and sizes can be expected to bind, with a redistribution of the protein populations. Point mutations at spatially distant sites may exert large conformational rearrangements and hinge effects, consistent with mutations away from the binding site leading to population shifts and (cross‐)drug resistance. A similar effect is observed in protein superfamilies, in which different sequences with similar topologies display similar large‐scale dynamic motions. The hinges are frequently at analogous sites, yet with different substrate specificity. Similar topologies yield similar conformational isomers, although with different distributions of population times, owing to the change in the conditions, that is, the change in the sequences. In turn, different distributions relate to binding of different sizes and shapes. Hence, the binding site shape and size are defined by the ligand. They are not independent entities of fixed proportions and cannot be analyzed independently of the binding partner. Such a proposition derives from viewing proteins as dynamic distributions, presenting to the incoming ligands a range of binding site shapes. It illustrates how presumably specific binding molecules can bind multiple ligands. In terms of drug design, the ability of a single receptor to recognize many dissimilar ligands shows the need to consider more diverse molecules. It provides a rationale for higher affinity inhibitors that are not derived from substrates at their transition states and indicates flexible docking schemes.
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Such binding-site conformational gradients can favorably interact with ensembles of ligands of different sizes.
“These can potentially favorably interact with ensembles of ligands of variable sizes.219,225”
From Protein Ensembles: How Does Nature Harness Thermodynamic Fluctuations for Life? The Diverse Functional Roles of Conformational Ensembles in the Cell (2016) · cites this paper as [219]
Hinge regions that adopt multiple conformations often act as binding sites for several ligands.
“Hinge sites with multiple conformations are often the binding sites for multiple-ligands,219”
From Protein Ensembles: How Does Nature Harness Thermodynamic Fluctuations for Life? The Diverse Functional Roles of Conformational Ensembles in the Cell (2016) · cites this paper as [219]
The distributions and variability of conformers provide a gradient of binding-site shapes and volumes.
“Depending on the distributions of the conformers and their conformational variability, they provide a gradient of binding site conformations of different shapes and volumes.”
From Protein Ensembles: How Does Nature Harness Thermodynamic Fluctuations for Life? The Diverse Functional Roles of Conformational Ensembles in the Cell (2016) · cites this paper as [219]
Protein dynamics are universally important for protein-ligand interaction.
“Protein dynamics have been shown to be universally important for protein-ligand interaction.219”
From Protein Ensembles: How Does Nature Harness Thermodynamic Fluctuations for Life? The Diverse Functional Roles of Conformational Ensembles in the Cell (2016) · cites this paper as [219]
Cites
CHARMM: A program for macromolecular energy, minimization, and dynamics calculations
Brooks, B., Bruccoleri, R., Olafson, B. D., States, D., Swaminathan, S., & Karplus, M. (1983) · Journal of Computational Chemistry · doi:10.1002/jcc.540040211 · Cited by 13,736 · see citing works
The protein data bank: A computer-based archival file for macromolecular structures
Bernstein, F. C., Koetzle, T. F., Williams, G. J. B., Meyer, E. F., Brice, M. D., Rodgers, J. R., Kennard, O., Shimanouchi, T., & Tasumi, M. (1977) · Journal of Molecular Biology · doi:10.1016/s0022-2836(77)80200-3 · Cited by 8,582 · see citing works
Murzin, A. G., Brenner, S. E., Hubbard, T., & Chothia, C. (1995) · Journal of Molecular Biology · doi:10.1016/s0022-2836(05)80134-2 · Cited by 6,412 · see citing works
Intrinsically unstructured proteins: re-assessing the protein structure-function paradigm
Wright, P. E., & Dyson, H. J. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.3110 · Cited by 2,968 · see citing works
Proteins: Structures and Molecular Properties
Creighton, T. E. (1986) · Medical Entomology and Zoology · Cited by 2,652 · see citing works
Application of a Theory of Enzyme Specificity to Protein Synthesis.
Koshland, D. (1958) · Proceedings of the National Academy of Sciences of the United States of America · doi:10.1073/pnas.44.2.98 · Cited by 2,140 · see citing works
Anatomy of hot spots in protein interfaces
Bogan, A. A., & Thorn, K. S. (1998) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.1843 · Cited by 1,988 · see citing works
A Hot Spot of Binding Energy in a Hormone-Receptor Interface
Clackson, T., & Wells, J. A. (1995) · Science · doi:10.1126/science.7529940 · Cited by 1,987 · see citing works
Principles of docking: An overview of search algorithms and a guide to scoring functions
Halperin, I., Ma, B., Wolfson, H., & Nussinov, R. (2002) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.10115 · Cited by 1,294 · see citing works
Self-citationStructural Mechanisms for Domain Movements in Proteins
Gerstein, M., Lesk, A. M., & Chothia, C. (1994) · Biochemistry · doi:10.1021/bi00188a001 · Cited by 741 · see citing works
The crystal structure of the complex of blood coagulation factor VIIa with soluble tissue factor
Banner, D. W., D'Arcy, A., Chene, C., Winkler, F. K., Guha, A., Konigsberg, W. H., Nemerson, Y., & Kirchhofer, D. (1996) · Nature · doi:10.1038/380041a0 · Cited by 731 · see citing works
A relationship between protein stability and protein function.
Shoichet, B. K., Baase, W. A., Kuroki, R., & Matthews, B. W. (1995) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.92.2.452 · Cited by 712 · see citing works
Convergent Solutions to Binding at a Protein-Protein Interface
DeLano, W. L., Ultsch, M. H., de, A. M., Vos, & Wells, J. A. (2000) · Science · doi:10.1126/science.287.5456.1279 · Cited by 673 · see citing works
Folding and binding cascades: Dynamic landscapes and population shifts
Kumar, S., Ma, B., Tsai, C., Sinha, N., & Nussinov, R. (2000) · Protein Science · doi:10.1110/ps.9.1.10 · Cited by 595 · see citing works
Self-citationTwo-State Allosteric Behavior in a Single-Domain Signaling Protein
Volkman, B. F., Lipson, D., Wemmer, D. E., & Kern, D. (2001) · Science · doi:10.1126/science.291.5512.2429 · Cited by 594 · see citing works
Folding funnels and binding mechanisms
Ma, B., Kumar, S., Tsai, C.-J., & Nussinov, R. (1999) · Protein Engineering, Design and Selection · doi:10.1093/protein/12.9.713 · Cited by 594 · see citing works
Self-citationStructural Insights into the Evolution of an Antibody Combining Site
Wedemayer, G. J., Patten, P. A., Wang, L. H., Schultz, P. G., & Stevens, R. C. (1997) · Science · doi:10.1126/science.276.5319.1665 · Cited by 547 · see citing works
Sharff, A., Rodseth, L. E., Spurlino, J. C., & Quiocho, F. A. (1992) · Biochemistry · doi:10.1021/bi00159a003 · Cited by 477 · see citing works
FlexE: efficient molecular docking considering protein structure variations
Claußen, H., Buning, C., Rarey, M., & Lengauer, T. (2001) · Journal of Molecular Biology · doi:10.1006/jmbi.2001.4551 · Cited by 431 · see citing works
Molecular docking to ensembles of protein structures 1 1Edited by B. Honig
Knegtel, R. M. A., Kuntz, I. D., & Oshiro, C. M. (1997) · Journal of Molecular Biology · doi:10.1006/jmbi.1996.0776 · Cited by 393 · see citing works
A database of macromolecular motions
Gerstein, M. (1998) · Nucleic Acids Research · doi:10.1093/nar/26.18.4280 · Cited by 375 · see citing works
Folding and binding cascades: Shifts in energy landscapes
Tsai, C.-J., Ma, B., & Nussinov, R. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.18.9970 · Cited by 365 · see citing works
Self-citation[18] Systematic mutational analyses of protein-protein interfaces
Wells, J. A. (1991) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/0076-6879(91)02020-a · Cited by 345 · see citing works
Accommodating Protein Flexibility in Computational Drug Design,
Carlson, H. A., & McCammon, J. A. (2000) · Molecular Pharmacology · doi:10.1016/s0026-895x(24)23192-8 · Cited by 324 · see citing works
A Trivalent System from Vancomycin· d -Ala- d -Ala with Higher Affinity Than Avidin·Biotin
Rao, J., Lahiri, J., Isaacs, L., Weis, R. M., & Whitesides, G. M. (1998) · Science · doi:10.1126/science.280.5364.708 · Cited by 316 · see citing works
Oh, B., Pandit, J., Kang, C., Nikaido, K., Gokcen, S., Ames, G. F.-L., & Kim, S. (1993) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(18)82131-7 · Cited by 310 · see citing works
BiGGER: A new (soft) docking algorithm for predicting protein interactions
Palma, P. N., Krippahl, L., Wampler, J. E., & Moura, J. J. G. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/(sici)1097-0134(20000601)39:4 · Cited by 292 · see citing works
Structural domains in proteins and their role in the dynamics of protein function
Janin, J., & Wodak, S. J. (1983) · Progress in Biophysics and Molecular Biology · doi:10.1016/0079-6107(83)90003-2 · Cited by 283 · see citing works
Anatomy of a Conformational Change: Hinged "Lid" Motion of the Triosephosphate Isomerase Loop
Joseph‐McCarthy, D., Petsko, G. A., & Karplus, M. (1990) · Science · doi:10.1126/science.2402636 · Cited by 282 · see citing works
Baldwin, E. T., Bhat, T. N., Gulnik, S., Hosur, M. V., Sowder, R. C., Cachau, R. E., Collins, J., Silva, A. M., & Erickson, J. W. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.14.6796 · Cited by 281 · see citing works
Clackson, T., Ultsch, M. H., Wells, J. A., & de Vos, A. M. (1998) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.1669 · Cited by 278 · see citing works
Carlson, B. X., Engblom, A. C., Kristiansen, U., Schousboe, A., & Olsen, R. W. (2000) · Molecular Pharmacology · doi:10.1124/mol.57.3.474 · Cited by 271 · see citing works
Structure and inhibition of plasmepsin II, a hemoglobin-degrading enzyme from Plasmodium falciparum.
Silva, A. M., Lee, A. Y., Gulnik, S., Maier, P., Collins, J., Bhat, T. N., Collins, P. J., Cachau, R. E., Luker, K. E., Gluzman, I. Y., et al. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.19.10034 · Cited by 270 · see citing works
Engh, R. A., Girod, A., Kinzel, V., Huber, R., & Bossemeyer, D. (1996) · Journal of Biological Chemistry · doi:10.1074/jbc.271.42.26157 · Cited by 261 · see citing works
Hilser, V. J., & Freire, E. (1996) · Journal of Molecular Biology · doi:10.1006/jmbi.1996.0550 · Cited by 255 · see citing works
Induced-fit movements in adenylate kinases
Schulz, G. E., Müller, C. W., & Diederichs, K. (1990) · Journal of Molecular Biology · doi:10.1016/s0022-2836(05)80250-5 · Cited by 202 · see citing works
Structured disorder and conformational selection
Tsai, C., Ma, B., Sham, Y. Y., Kumar, S., & Nussinov, R. (2001) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.1107 · Cited by 202 · cited 1× · see citing works
“In such proteins, when unbound, the disordered state is more stable than the native folded state, owing to a smaller extent of buried nonpolar surface area and (or) electrostatic repulsion in the native conformation (Uversky et al. 2000; Tsai et al. 2001).”
BackgroundSelf-citationDeterminants of protein hydrogen exchange studied in equine cytochrome c
Milne, J. S., Mayne, L. C., Röder, H., Wand, A. J., & Englander, S. W. (1998) · Protein Science · doi:10.1002/pro.5560070323 · Cited by 177 · see citing works
Proteins with Similar Architecture Exhibit Similar Large-Scale Dynamic Behavior
Keskin, Ö., Jernigan, R. L., & Bahar, İ. (2000) · Biophysical Journal · doi:10.1016/s0006-3495(00)76756-7 · Cited by 169 · see citing works
Barak, R., & Eisenbach, M. (1992) · Biochemistry · doi:10.1021/bi00121a034 · Cited by 155 · see citing works
Gerstein, M., Anderson, B. F., Norris, G. E., Baker, E. N., Lesk, A. M., & Chothia, C. (1993) · Journal of Molecular Biology · doi:10.1006/jmbi.1993.1592 · Cited by 150 · see citing works
Domain movements in protein kinases
Cox, S. E., Radzio-Andzelm, E., & Taylor, S. S. (1994) · Current Opinion in Structural Biology · doi:10.1016/0959-440x(94)90272-0 · Cited by 131 · see citing works
What makes a binding site a binding site?
Ringe, D. (1995) · Current Opinion in Structural Biology · doi:10.1016/0959-440x(95)80017-4 · Cited by 125 · see citing works
Domain Closure in Adenylate Kinase
Gerstein, M., Schulz, G. V., & Chothia, C. (1993) · Journal of Molecular Biology · doi:10.1006/jmbi.1993.1048 · Cited by 124 · see citing works
Revised 2.3 Å structure of porcine pepsin: Evidence for a flexible subdomain
Abad‐Zapatero, C., Rydel, T. J., & Erickson, J. W. (1990) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.340080109 · Cited by 122 · see citing works
Sandak, B., Wolfson, H. J., & Nussinov, R. (1998) · Proteins Structure Function and Bioinformatics · doi:10.1002/(sici)1097-0134(19980801)32:2 · Cited by 120 · see citing works
Self-citationHuang, M., Syed, R. S., Stura, E. A., Stone, M. J., Stefanko, R. S., Ruf, W., Edgington, T. S., & Wilson, I. A. (1998) · Journal of Molecular Biology · doi:10.1006/jmbi.1997.1512 · Cited by 113 · see citing works
Domain Flexibility in Retroviral Proteases: Structural Implications for Drug Resistant Mutations,
Rose, R. B., Craik, C. S., & Stroud, R. M. (1998) · Biochemistry · doi:10.1021/bi9716074 · Cited by 113 · see citing works
Protein functional epitopes: hot spots, dynamics and combinatorial libraries
Ma, B., Wolfson, H. J., & Nussinov, R. (2001) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(00)00216-5 · Cited by 111 · see citing works
Self-citationPoint mutations and sequence variability in proteins: Redistributions of preexisting populations
Sinha, N., & Nussinov, R. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.051399098 · Cited by 110 · see citing works
Self-citationStructural basis of pheromone binding to mouse major urinary protein (MUP‐I)
Timm, D. E., Baker, L. J., Mueller, H., Zidek, L., & Novotny, M. V. (2001) · Protein Science · doi:10.1110/ps.52201 · Cited by 109 · see citing works
Conformational switching in an aspartic proteinase
Lee, A. Y., Gulnik, S., & Erickson, J. W. (1998) · Nature Structural Biology · doi:10.1038/2306 · Cited by 109 · see citing works
Prediction of loop geometries using a generalized born model of solvation effects
Rapp, C. S., & Friesner, R. A. (1999) · Proteins Structure Function and Bioinformatics · doi:10.1002/(sici)1097-0134(19990501)35:2 · Cited by 103 · see citing works
Tondi, D., Slomczynska, U., Costi, M. P., Watterson, D. M., Ghelli, S., & Shoichet, B. K. (1999) · Chemistry & Biology · doi:10.1016/s1074-5521(99)80077-5 · Cited by 102 · see citing works
Domain flexibility in aspartic proteinases
Šali, A., Veerapandian, B., Cooper, J. B., Moss, D. S., Hofmann, T., & Blundell, T. L. (1992) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.340120209 · Cited by 100 · see citing works
Multiple modes of peptide recognition by the PTB domain of the cell fate determinant Numb
Zwahlen, C., Li, S., Kay, L. E., Pawson, T. J., & Forman-Kay, J. D. (2000) · The EMBO Journal · doi:10.1093/emboj/19.7.1505 · Cited by 94 · see citing works
Experimental study of the protein folding landscape: unfolding reactions in cytochrome c
Milne, J. S., Xu, Y., Mayne, L. C., & Englander, S. W. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.2924 · Cited by 93 · see citing works
Luxury accommodations: the expanding role of structural plasticity in protein–protein interactions
Sundberg, E. J., & Mariuzza, R. A. (2000) · Structure · doi:10.1016/s0969-2126(00)00167-2 · Cited by 81 · see citing works
Cambillau, C., Frey, M., Mossé, J., Guerlesquin, F., & Bruschi, M. (1988) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.340040109 · Cited by 78 · see citing works
Moy, F. J., Lowry, D. F., Matsumura, P., Dahlquist, F. W., Krywko, J. E., & Domaille, P. J. (1994) · Biochemistry · doi:10.1021/bi00201a022 · Cited by 69 · see citing works
A Method for Biomolecular Structural Recognition and Docking Allowing Conformational Flexibility
Sandak, B., Nussinov, R., & Wolfson, H. J. (1998) · Journal of Computational Biology · doi:10.1089/cmb.1998.5.631 · Cited by 65 · see citing works
Self-citationKranz, J. K., & Hall, K. B. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.2296 · Cited by 63 · see citing works
Structural aspects of GroEl function
Horovitz, A. (1998) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(98)80015-8 · Cited by 59 · see citing works
Fluctuations in ion pairs and their stabilities in proteins
Kumar, S., & Nussinov, R. (2001) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.1056 · Cited by 49 · see citing works
Self-citationKronvall, G., & Jönsson, K. (1999) · Journal of Molecular Recognition · doi:10.1002/(sici)1099-1352(199901/02)12:1 · Cited by 47 · see citing works
Streaker, E. D., & Beckett, D. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.3086 · Cited by 40 · see citing works
Andersson, K., Choulier, L., H�m�l�inen, M. D., Regenmortel, M. H. V. V., Altschuh, D., & Malmqvist, M. (2001) · Journal of Molecular Recognition · doi:10.1002/1099-1352(200101/02)14:1 · Cited by 37 · see citing works
Flexibility and rigidity, requirements for the function of proteins and protein pigment complexes
Huber, R. (1987) · Biochemical Society Transactions · doi:10.1042/bst0151009 · Cited by 36 · see citing works
New structures of allosteric proteins revealing remarkable conformational changes
Mattevi, A., Rizzi, M., & Bolognesi, M. (1996) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(96)80013-3 · Cited by 36 · see citing works
Recognition of multiple drugs by a single protein: a trivial solution of an old paradox
Vázquez‐Laslop, N., Heldwein, E. E. Z., Markham, P. N., Brennan, R. G., & Neyfakh, A. A. (2000) · Biochemical Society Transactions · doi:10.1042/bst0280517 · Cited by 33 · see citing works
Wrabl, J. O., Larson, S. A., & Hilser, V. J. (2001) · Protein Science · doi:10.1110/ps.01601 · Cited by 27 · see citing works
Determination of the amino acid requirements for a protein hinge in triosephosphate isomerase
Sun, J., & Sampson, N. S. (1998) · Protein Science · doi:10.1002/pro.5560070702 · Cited by 26 · see citing works
Liggins, J. R., & Privalov, P. L. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(2000)41:4+ · Cited by 24 · see citing works
Kumar, S., & Nussinov, R. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(20001201)41:4 · Cited by 23 · see citing works
Self-citationAlignment of flexible protein structures.
Shatsky, M., Fligelman, Z. Y., Nussinov, R., & Wolfson, H. J. (2000) · PubMed · Cited by 21 · see citing works
Self-citationMuller, Y. A., Kelley, R. F., & de Vos, A. M. (1998) · Protein Science · doi:10.1002/pro.5560070504 · Cited by 17 · see citing works
Buck, M., & Rosen, M. K. (2001) · Science · doi:10.1126/science.1060383 · Cited by 15 · see citing works
Structural consequences of an amino acid deletion in the B1 domain of protein G
O’Neil, K. T., Bach, A., & DeGrado, W. F. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(20001115)41:3 · Cited by 11 · see citing works
Nussinov, R., & Wolfson, H. J. (1999) · Combinatorial Chemistry & High Throughput Screening · doi:10.2174/1386207302666220204195041 · Cited by 7 · see citing works
Self-citationNussinov, R., & Wolfson, H. J. (1999) · Combinatorial Chemistry & High Throughput Screening · doi:10.2174/1386207302666220204195344 · Cited by 6 · see citing works
Self-citation
Flagged first, then by citations
1 of the 81 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
The role of dynamic conformational ensembles in biomolecular recognition
Boehr, D. D., Nussinov, R., & Wright, P. E. (2009) · Nature Chemical Biology · doi:10.1038/nchembio.232 · Cited by 2,008 · see citing works
Self-citationSmall-molecule inhibitors of protein–protein interactions: progressing towards the dream
Arkin, M. R., & Wells, J. A. (2004) · Nature Reviews Drug Discovery · doi:10.1038/nrd1343 · Cited by 1,705 · see citing works
Molecular dynamics simulations and drug discovery
Durrant, J. D., & McCammon, J. A. (2011) · BMC Biology · doi:10.1186/1741-7007-9-71 · Cited by 1,412 · see citing works
Showing your ID: intrinsic disorder as an ID for recognition, regulation and cell signaling
Uversky, V. N., Oldfield, C. J., & Dunker, A. K. (2005) · Journal of Molecular Recognition · doi:10.1002/jmr.747 · Cited by 847 · see citing works
Csermely, P., Palotai, R., & Nussinov, R. (2010) · Trends in Biochemical Sciences · doi:10.1016/j.tibs.2010.04.009 · Cited by 821 · see citing works
Self-citationCombining docking and molecular dynamic simulations in drug design
Alonso, H., Bliznyuk, A. A., & Gready, J. E. (2006) · Medicinal Research Reviews · doi:10.1002/med.20067 · Cited by 767 · see citing works
Hot spots—A review of the protein–protein interface determinant amino‐acid residues
Moreira, I. S., Fernandes, P. A., & Ramos, M. J. (2007) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.21396 · Cited by 760 · see citing works
Implications of protein flexibility for drug discovery
Teague, S. J. (2003) · Nature Reviews Drug Discovery · doi:10.1038/nrd1129 · Cited by 755 · see citing works
Antibody Multispecificity Mediated by Conformational Diversity
James, L. C., Roversi, P., & Tawfik, D. S. (2003) · Science · doi:10.1126/science.1079731 · Cited by 719 · see citing works
Principles of Protein−Protein Interactions: What are the Preferred Ways For Proteins To Interact?
Keskin, O., Gursoy, A., Ma, B., & Nussinov, R. (2008) · Chemical Reviews · doi:10.1021/cr040409x · Cited by 697 · see citing works
Self-citationKrivák, R., & Hoksza, D. (2018) · Journal of Cheminformatics · doi:10.1186/s13321-018-0285-8 · Cited by 597 · see citing works
Ma, B., Elkayam, T., Wolfson, H., & Nussinov, R. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1030237100 · Cited by 595 · see citing works
Self-citationBinding of Small-Molecule Ligands to Proteins: “What You See” Is Not Always “What You Get”
Mobley, D., & Dill, K. (2009) · Structure · doi:10.1016/j.str.2009.02.010 · Cited by 569 · see citing works
Conformational diversity and protein evolution – a 60-year-old hypothesis revisited
James, L. C., & Tawfik, D. S. (2003) · Trends in Biochemical Sciences · doi:10.1016/s0968-0004(03)00135-x · Cited by 579 · see citing works
Kenakin, T., & Miller, L. J. (2010) · Pharmacological Reviews · doi:10.1124/pr.108.000992 · Cited by 573 · see citing works
Keskin, O., Ma, B., & Nussinov, R. (2005) · Journal of Molecular Biology · doi:10.1016/j.jmb.2004.10.077 · Cited by 519 · see citing works
Self-citationProtein promiscuity and its implications for biotechnology
Nobeli, I., Favia, A. D., & Thornton, J. M. (2009) · Nature Biotechnology · doi:10.1038/nbt1519 · Cited by 497 · see citing works
An NMR Perspective on Enzyme Dynamics
Boehr, D. D., Dyson, H. J., & Wright, P. E. (2006) · Chemical Reviews · doi:10.1021/cr050312q · Cited by 460 · see citing works
Allostery: Absence of a change in shape does not imply that allostery is not at play
Tsai, C.-J., del Sol, A., & Nussinov, R. (2008) · Journal of Molecular Biology · doi:10.1016/j.jmb.2008.02.034 · Cited by 453 · see citing works
Self-citationWei, G., Xi, W., Nussinov, R., & Ma, B. (2016) · Chemical Reviews · doi:10.1021/acs.chemrev.5b00562 · Cited by 436 · see citing works
Self-citationNeuvirth, H., Raz, R., & Schreiber, G. (2004) · Journal of Molecular Biology · doi:10.1016/j.jmb.2004.02.040 · Cited by 436 · see citing works
The Role of Protein Loops and Linkers in Conformational Dynamics and Allostery
Papaleo, E., Saladino, G., Lambrughi, M., Lindorff‐Larsen, K., Gervasio, F. L., & Nussinov, R. (2016) · Chemical Reviews · doi:10.1021/acs.chemrev.5b00623 · Cited by 426 · see citing works
Self-citationBinding of small molecules to an adaptive protein–protein interface
Arkin, M. R., Randal, M., DeLano, W. L., Hyde, J., Luong, T. N., Oslob, J. D., Raphael, D. R., Taylor, L., Wang, J., McDowell, R. S., et al. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.252756299 · Cited by 376 · see citing works
The Origin of Allosteric Functional Modulation: Multiple Pre-existing Pathways
del Sol, A., Tsai, C., Ma, B., & Nussinov, R. (2009) · Structure · doi:10.1016/j.str.2009.06.008 · Cited by 365 · see citing works
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Lu, S., Jang, H., Muratcioglu, S., Gursoy, A., Keskin, O., Nussinov, R., & Zhang, J. (2016) · Chemical Reviews · doi:10.1021/acs.chemrev.5b00542 · Cited by 355 · see citing works
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Hu, L., Benson, M. L., Smith, R. D., Lerner, M. G., & Carlson, H. A. (2005) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.20512 · Cited by 328 · see citing works
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Gunasekaran, K., Tsai, C., Kumar, S., Zanuy, D., & Nussinov, R. (2003) · Trends in Biochemical Sciences · doi:10.1016/s0968-0004(03)00003-3 · Cited by 338 · see citing works
Self-citationTsai, C., del Sol, A., & Nussinov, R. (2009) · Molecular BioSystems · doi:10.1039/b819720b · Cited by 324 · see citing works
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Carlson, H. A. (2002) · Current Opinion in Chemical Biology · doi:10.1016/s1367-5931(02)00341-1 · Cited by 314 · see citing works
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Bahar, I., Chennubhotla, C., & Tobi, D. (2007) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2007.09.011 · Cited by 306 · see citing works
Miller, Y., Ma, B., & Nussinov, R. (2010) · Chemical Reviews · doi:10.1021/cr900377t · Cited by 284 · see citing works
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Peck, M. C., Fisher, R. F., & Long, S. R. (2006) · Journal of Bacteriology · doi:10.1128/jb.00376-06 · Cited by 250 · see citing works
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Silva, D., Bowman, G. R., Sosa‐Peinado, A., & Huang, X. (2011) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002054 · Cited by 224 · see citing works
Guengerich, F. P. (2007) · Springer eBooks · doi:10.1007/0-387-27447-2_10 · Cited by 220 · see citing works
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Ma, B., & Nussinov, R. (2010) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2010.08.012 · Cited by 219 · see citing works
Self-citationLevy, Y., Cho, S. S., Onuchic, J. N., & Wolynes, P. G. (2004) · Journal of Molecular Biology · doi:10.1016/j.jmb.2004.12.021 · Cited by 213 · see citing works
Raha, K., & Merz, K. M. (2005) · Journal of Medicinal Chemistry · doi:10.1021/jm048973n · Cited by 209 · see citing works
Bauer, M. R., Ibrahim, T. M., Vogel, S. M., & Boeckler, F. M. (2013) · Journal of Chemical Information and Modeling · doi:10.1021/ci400115b · Cited by 200 · see citing works
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Campbell, S. J., Gold, N. D., Jackson, R. M., & Westhead, D. R. (2003) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(03)00075-7 · Cited by 199 · see citing works
Binding-Induced Folding of a Natively Unstructured Transcription Factor
Turjanski, A. G., Gutkind, J. S., Best, R. B., & Hummer, G. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000060 · Cited by 200 · see citing works
Keskin, Ö., Tsai, C., Wolfson, H. J., & Nussinov, R. (2004) · Protein Science · doi:10.1110/ps.03484604 · Cited by 198 · see citing works
Self-citationWłodarski, T., & Žagrović, B. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0906966106 · Cited by 194 · see citing works
Šrejber, M., Navrátilová, V., Paloncýová, M., Bazgier, V., Berka, K., Anzenbacher, P., & Otyepka, M. (2018) · Journal of Inorganic Biochemistry · doi:10.1016/j.jinorgbio.2018.03.002 · Cited by 190 · see citing works
FiberDock: Flexible induced‐fit backbone refinement in molecular docking
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Palacio‐Rodríguez, K., Lans, I., Cavasotto, C. N., & Cossio, P. (2019) · Scientific Reports · doi:10.1038/s41598-019-41594-3 · Cited by 186 · see citing works
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Fuxreiter, M. (2011) · Molecular BioSystems · doi:10.1039/c1mb05234a · Cited by 180 · see citing works
The Underappreciated Role of Allostery in the Cellular Network
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Maria‐Solano, M. A., Serrano‐Hervás, E., Romero‐Rivera, A., Iglesias‐Fernández, J., & Osuna, S. (2018) · Chemical Communications · doi:10.1039/c8cc02426j · Cited by 172 · see citing works
Molecular Dynamics Simulations: Concept, Methods, and Applications
Badar, M. S., Shamsi, S., Ahmed, J., & Alam, M. A. (2022) · Integrated science · doi:10.1007/978-3-030-94651-7_7 · Cited by 172 · see citing works
Smith, G. R., Sternberg, M. J. E., & Bates, P. A. (2005) · Journal of Molecular Biology · doi:10.1016/j.jmb.2005.01.058 · Cited by 169 · see citing works
Sullivan, S. M., & Holyoak, T. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0805364105 · Cited by 167 · see citing works
Latent evolutionary potentials under the neutral mutational drift of an enzyme
Amitai, G., Gupta, T., & Tawfik, D. S. (2007) · HFSP journal · doi:10.2976/1.2739115/10.2976/1 · Cited by 160 · see citing works
A human monoclonal antibody neutralizes diverse HIV-1 isolates by binding a critical gp41 epitope
Miller, M. D., Geleziunas, R., Bianchi, E., Lennard, S., Hrin, R. C., Zhang, H., Lu, M., An, Z., Ingallinella, P., Finotto, M., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506927102 · Cited by 157 · see citing works
Principles of Allosteric Interactions in Cell Signaling
Nussinov, R., Tsai, C.-J., & Liu, J. (2014) · Journal of the American Chemical Society · doi:10.1021/ja510028c · Cited by 154 · see citing works
Self-citationRelation between native ensembles and experimental structures of proteins
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Conformational Transitions upon Ligand Binding: Holo-Structure Prediction from Apo Conformations
Seeliger, D., & de Groot, B. L. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000634 · Cited by 152 · see citing works
New concepts in pharmacological efficacy at 7 TM receptors: IUPHAR R eview 2
Kenakin, T. (2012) · British Journal of Pharmacology · doi:10.1111/j.1476-5381.2012.02223.x · Cited by 151 · see citing works
Damm‐Ganamet, K. L., & Carlson, H. A. (2006) · Biophysical Journal · doi:10.1529/biophysj.105.066654 · Cited by 148 · see citing works
Guengerich, F. P. (2015) · Springer eBooks · doi:10.1007/978-3-319-12108-6_9 · Cited by 150 · see citing works
Crystal structures of the two major aggrecan degrading enzymes, ADAMTS4 and ADAMTS5
Mosyak, L., Georgiadis, K. E., Shane, T., Svenson, K., Hebert, T. L., McDonagh, T., Mackie, S. A., Olland, S., Lin, L., Zhong, X., et al. (2007) · Protein Science · doi:10.1110/ps.073287008 · Cited by 146 · see citing works
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Espinoza-Fonseca, M. (2005) · Bioorganic & Medicinal Chemistry · doi:10.1016/j.bmc.2005.09.011 · Cited by 142 · see citing works
Halperin, I., Wolfson, H. J., & Nussinov, R. (2004) · Structure · doi:10.1016/j.str.2004.04.009 · Cited by 137 · see citing works
Self-citationAlsaif, N. A., Wani, T. A., Bakheit, A. H. H., & Zargar, S. (2020) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2020.10.098 · Cited by 136 · see citing works
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Herman, I. P. (2014) · Cited by 136 · see citing works
Park, P. S.-H., Lodowski, D. T., & Palczewski, K. (2008) · Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev.pharmtox.48.113006.094630 · Cited by 131 · see citing works
Multiple conformational selection and induced fit events take place in allosteric propagation
Nussinov, R., Ma, B., & Tsai, C. (2013) · Biophysical Chemistry · doi:10.1016/j.bpc.2013.10.002 · Cited by 130 · see citing works
Self-citationNussinov, R., Jang, H., Tsai, C., & Cheng, F. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006658 · Cited by 129 · see citing works
Self-citationHritz, J., de Ruiter, A., & Oostenbrink, C. (2008) · Journal of Medicinal Chemistry · doi:10.1021/jm801005m · Cited by 124 · see citing works
Spyrakis, F., & Cavasotto, C. N. (2015) · Archives of Biochemistry and Biophysics · doi:10.1016/j.abb.2015.08.002 · Cited by 122 · see citing works
Keskin, Ö. (2007) · BMC Structural Biology · doi:10.1186/1472-6807-7-31 · Cited by 122 · see citing works
Whited, A. M., & Park, P. S. ‐. (2013) · Biochimica et Biophysica Acta (BBA) - Biomembranes · doi:10.1016/j.bbamem.2013.04.011 · Cited by 121 · see citing works
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Mouquet, H., & Nussenzweig, M. C. (2011) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-011-0872-6 · Cited by 120 · see citing works
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Porchetta, A., Vallée‐Bélisle, A., Plaxco, K. W., & Ricci, F. (2013) · Journal of the American Chemical Society · doi:10.1021/ja404653q · Cited by 120 · see citing works
Ligand-supported Homology Modelling of Protein Binding-sites using Knowledge-based Potentials
Evers, A., Gohlke, H., & Klebe, G. (2003) · Journal of Molecular Biology · doi:10.1016/j.jmb.2003.09.032 · Cited by 117 · see citing works
Antibody evolution constrains conformational heterogeneity by tailoring protein dynamics
Zimmermann, J., Oakman, E. L., Thorpe, I. F., Shi, X., Abbyad, P., Brooks, C. L., Boxer, S. G., & Romesberg, F. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0603282103 · Cited by 116 · see citing works
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Zhao, Y., & Sanner, M. F. (2007) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.21423 · Cited by 115 · see citing works
Nisius, B., Sha, F., & Gohlke, H. (2011) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2011.12.005 · Cited by 114 · see citing works
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Nussinov, R., & Tsai, C.-J. (2015) · Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev-pharmtox-010814-124401 · Cited by 112 · see citing works
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López, C. J., Fleissner, M. R., Guo, Z., Kusnetzow, A. K., & Hubbell, W. L. (2009) · Protein Science · doi:10.1002/pro.180 · Cited by 110 · see citing works
Emerging Methods for Ensemble-Based Virtual Screening
Amaro, R. E., & Li, W. W. (2010) · Current Topics in Medicinal Chemistry · doi:10.2174/156802610790232279 · Cited by 106 · see citing works
Shi, Q., Savage, J. E., Hufeisen, S. J., Rauser, L., Grajkowska, E., Ernsberger, P. R., Wroblewski, J. T., Nadeau, J. H., & Roth, B. L. (2003) · Journal of Pharmacology and Experimental Therapeutics · doi:10.1124/jpet.102.047092 · Cited by 102 · see citing works
Protein dynamics and the immunological evolution of molecular recognition
Jimenez, R., Salazar, G. T., Yin, J., Joo, T., & Romesberg, F. E. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0305745101 · Cited by 100 · see citing works
Keskin, Ö., Ma, B., Rogale, K., Gunasekaran, K., & Nussinov, R. (2005) · Physical Biology · doi:10.1088/1478-3975/2/2/s03 · Cited by 99 · see citing works
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Dağliyan, O., Proctor, E. A., D’Auria, K. M., Ding, F., & Dokholyan, N. V. (2011) · Structure · doi:10.1016/j.str.2011.09.014 · Cited by 99 · see citing works
Ricci, F., Vallée‐Bélisle, A., Porchetta, A., & Plaxco, K. W. (2012) · Journal of the American Chemical Society · doi:10.1021/ja304672h · Cited by 97 · see citing works
McCoy, J., & Hubbell, W. L. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1017877108 · Cited by 95 · see citing works
Probing dynamics of complex molecular systems with ultrafast 2D IR vibrational echo spectroscopy
Finkelstein, I. J., Zheng, J., Ishikawa, H., Kim, S., Kwak, K., & Fayer, M. D. (2007) · Physical Chemistry Chemical Physics · doi:10.1039/b618158a · Cited by 95 · see citing works
Clifton, B. E., & Jackson, C. J. (2016) · Cell chemical biology · doi:10.1016/j.chembiol.2015.12.010 · Cited by 89 · see citing works
Computer-aided drug-discovery techniques that account for receptor flexibility
Durrant, J. D., & McCammon, J. A. (2010) · Current Opinion in Pharmacology · doi:10.1016/j.coph.2010.09.001 · Cited by 89 · see citing works
Finkelstein, I. J., Ishikawa, H., Kim, S., Massari, A. M., & Fayer, M. D. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0610027104 · Cited by 89 · see citing works
Ligand selectivity and competition between enzymes in silico
Macchiarulo, A., Nobeli, I., & Thornton, J. M. (2004) · Nature Biotechnology · doi:10.1038/nbt999 · Cited by 89 · see citing works
Mechanochemical Coupling in the Myosin Motor Domain. II. Analysis of Critical Residues
Yu, H. B., Ma, L., Yang, Y., & Cui, Q. (2007) · PLoS Computational Biology · doi:10.1371/journal.pcbi.0030023 · Cited by 82 · see citing works
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Ma, B., & Nussinov, R. (2011) · Journal of Molecular Biology · doi:10.1016/j.jmb.2011.11.023 · Cited by 81 · see citing works
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Wang, M., Zhu, D. S., Zhu, J., Nussinov, R., & Ma, B. (2017) · Journal of Molecular Recognition · doi:10.1002/jmr.2693 · Cited by 76 · see citing works
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Zhao, J., Nussinov, R., & Ma, B. (2018) · mAbs · doi:10.1080/19420862.2018.1522178 · Cited by 79 · see citing works
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Zavodszky, M. I., Lei, M., Thorpe, M. F., Day, A., & Kuhn, L. A. (2004) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.20179 · Cited by 79 · see citing works
- Authors
- Ma, B., Shatsky, M., Wolfson, H. J., & Nussinov, R.
- Affiliations
- National Cancer Institute (US)
- Tel Aviv University (IL)
- Corresponding author
- Nussinov, Ruth
- Venue
- Protein Science
- Publisher
- Wiley
- Published
- 2002-02
- Volume
- 11
- Issue
- 2
- Pages
- 184-197
- ISSN
- 0961-8368 (ISSN-L)
- 1469-896X
- PMC
- PMC2373439
- OpenAlex
- W2112053365
- Cited by
- 420
- References
- 81
- Citations by year
- 2026: 5 · 2025: 15 · 2024: 7 · 2023: 16 · 2022: 12 · 2021: 15 · 2020: 13 · 2019: 20 · 2018: 20 · 2017: 10 · 2016: 13 · 2015: 16 · 2014: 17 · 2013: 28 · 2012: 20
- FWCI
- 1.71
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Protein Science (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (n01co12400-79-0-22)
- National Cancer Institute (N01CO12400, N01-CO-012400)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Receptor Mechanisms and Signaling
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Interaction Studies and Fluorescence Analysis
- Keywords
- ligand specificity, protein conformational ensembles, protein dynamics, ligand-induced conformational change, point mutations, protein superfamilies, conformational isomers, flexible docking, drug design
- MeSH terms
- Binding Sites, Ligands, Models, Molecular, Models, Theoretical, Protein Binding, Protein Conformation, Proteins, Combinatorial Chemistry Techniques
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