Coupling between Catalytic Site and Collective Dynamics: A Requirement for Mechanochemical Activity of Enzymes
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Growing evidence supports the view that enzymatic activity results from a subtle interplay between chemical kinetics and molecular motions. A systematic analysis is performed here to delineate the type and level of coupling between catalysis and conformational mechanics. The dynamics of a set of 98 enzymes representative of different EC classes are analyzed with the Gaussian network model (GNM) and compared with experimental data. In more than 70% of the examined enzymes, the global hinge centers predicted by the GNM are found to be colocalized with the catalytic sites experimentally identified. Low translational mobility (< 7%) is observed for the catalytic residues, consistent with the fine-tuned design of enzymes to achieve precise mechanochemical activities. Ligand binding sites, while closely neighboring catalytic sites, enjoy a moderate flexibility to accommodate the ligand binding. These findings could serve as additional criteria for assessing drug binding residues and could lessen the computational burden of substrate docking searches.
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Ligand binding sites close to catalytic sites may have moderate flexibility that accommodates ligand binding.
“Ligand binding sites which closely neighboring catalytic sites may enjoy moderate flexibility which accommodates ligand binding.221”
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 [221]
In >70% of 98 examined enzymes, GNM-predicted global hinge centers colocalize with experimentally identified catalytic sites.
“They found that in more than 70% of the examined enzymes, the global hinge centers predicted by the GNM are colocalized with the experimentally identified catalytic sites.”
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 [221]
Cites
Berman, H. M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.235 · Cited by 40,196 · see citing works
Anisotropy of Fluctuation Dynamics of Proteins with an Elastic Network Model
Atılgan, A. R., Durell, S. R., Jernigan, R. L., Demirel, M. C., Keskin, Ö., & Bahar, İ. (2001) · Biophysical Journal · doi:10.1016/s0006-3495(01)76033-x · Cited by 1,638 · see citing works
Self-citationLarge Amplitude Elastic Motions in Proteins from a Single-Parameter, Atomic Analysis
Tirion, M. M. (1996) · Physical Review Letters · doi:10.1103/physrevlett.77.1905 · Cited by 1,617 · see citing works
Direct evaluation of thermal fluctuations in proteins using a single-parameter harmonic potential
Bahar, İ., Atılgan, A. R., & Erman, B. (1997) · Folding and Design · doi:10.1016/s1359-0278(97)00024-2 · Cited by 1,377 · see citing works
Self-citationA Perspective on Enzyme Catalysis
Benkovic, S. J., & Hammes‐Schiffer, S. (2003) · Science · doi:10.1126/science.1085515 · Cited by 1,281 · see citing works
Roe, S. M., Prodromou, C., O'Brien, R., Ladbury, J. E., Piper, P. W., & Pearl, L. H. (1999) · Journal of Medicinal Chemistry · doi:10.1021/jm980403y · Cited by 1,004 · see citing works
Conformational change of proteins arising from normal mode calculations
Tama, F., & Sanejouand, Y. (2001) · Protein Engineering Design and Selection · doi:10.1093/protein/14.1.1 · Cited by 895 · see citing works
Gaussian Dynamics of Folded Proteins
Haliloǧlu, T., Bahar, İ., & Erman, B. (1997) · Physical Review Letters · doi:10.1103/physrevlett.79.3090 · Cited by 806 · see citing works
Self-citationEnzyme Dynamics During Catalysis
Eisenmesser, E. Z., Bosco, D. A., Akke, M., & Kern, D. (2002) · Science · doi:10.1126/science.1066176 · Cited by 732 · see citing works
Dynamics of a small globular protein in terms of low-frequency vibrational modes.
Gō, N., Noguti, T., & Nishikawa, T. (1983) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.80.12.3696 · Cited by 729 · see citing works
Protein normal-mode dynamics: Trypsin inhibitor, crambin, ribonuclease and lysozyme
Levitt, M., Sander, C., & Stern, P. (1985) · Journal of Molecular Biology · doi:10.1016/0022-2836(85)90230-x · Cited by 728 · see citing works
Towler, P., Staker, B. L., Prasad, S. G., Menon, S., Tang, J., Parsons, T. F., Ryan, D., Fisher, M., Williams, D., Dales, N. A., et al. (2004) · Journal of Biological Chemistry · doi:10.1074/jbc.m311191200 · Cited by 699 · see citing works
DYNAMICS OF PROTEINS: ELEMENTS AND FUNCTION
Kurplus, M., & McCammon, J. A. (1983) · Annual Review of Biochemistry · doi:10.1146/annurev.bi.52.070183.001403 · Cited by 686 · see citing works
Statistical thermodynamics of random networks
Flory, P. J. (1976) · Proceedings of the Royal Society of London A Mathematical and Physical Sciences · doi:10.1098/rspa.1976.0146 · Cited by 645 · see citing works
Porter, C. T. (2003) · Nucleic Acids Research · doi:10.1093/nar/gkh028 · Cited by 605 · see citing works
Analysis of Catalytic Residues in Enzyme Active Sites
Bartlett, G. J., Porter, C. T., Borkakoti, N., & Thornton, J. M. (2002) · Journal of Molecular Biology · doi:10.1016/s0022-2836(02)01036-7 · Cited by 589 · see citing works
Enzyme dynamics and hydrogen tunnelling in a thermophilic alcohol dehydrogenase
Kohen, A., Cannio, R., Bartolucci, S., Klinman, J. P., & Klinman, J. P. (1999) · Nature · doi:10.1038/20981 · Cited by 582 · see citing works
Linkage between dynamics and catalysis in a thermophilic-mesophilic enzyme pair
Wolf‐Watz, M., Thai, V., Henzler‐Wildman, K. A., Hadjipavlou, G., Eisenmesser, E. Z., & Kern, D. (2004) · Nature Structural & Molecular Biology · doi:10.1038/nsmb821 · Cited by 494 · see citing works
Investigating protein dynamics in collective coordinate space
Kitao, A., & Gō, N. (1999) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(99)80023-2 · Cited by 475 · see citing works
Sequence, structure and activity of phosphoglycerate kinase: a possible hinge-bending enzyme
Banks, R. D., Blake, C. C. F., Evans, P. R., Haser, R., Rice, D. W., Hardy, G. W., Merrett, M., & Phillips, A. W. (1979) · Nature · doi:10.1038/279773a0 · Cited by 451 · see citing works
Bahar, İ., Atılgan, A. R., Demirel, M. C., & Erman, B. (1998) · Physical Review Letters · doi:10.1103/physrevlett.80.2733 · Cited by 442 · see citing works
Self-citationStructure of Human Methionine Aminopeptidase-2 Complexed with Fumagillin
Liu, S., Widom, J., Kemp, C. W., Crews, C. M., & Clardy, J. (1998) · Science · doi:10.1126/science.282.5392.1324 · Cited by 440 · see citing works
The hinge-bending mode in lysozyme
McCammon, J. A., Gelin, B. R., Karplus, M., & Wolynes, P. G. (1976) · Nature · doi:10.1038/262325a0 · Cited by 379 · see citing works
The Role of Dynamics in Enzyme Activity
Daniel, R. M., Dunn, R. V., Finney, J., & Smith, J. C. (2003) · Annual Review of Biophysics and Biomolecular Structure · doi:10.1146/annurev.biophys.32.110601.142445 · Cited by 360 · see citing works
Matthews, D. A., Dragovich, P. S., Webber, S. E., Fuhrman, S. A., Patick, A. K., Zalman, L. S., Hendrickson, T. F., Love, R. A., Prins, T. J., Marakovits, J. T., et al. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.20.11000 · Cited by 319 · see citing works
Donth, E.-J. (2001) · Springer series in materials science · doi:10.1007/978-3-662-04365-3 · Cited by 282 · see citing works
Dynamics of Proteins in Crystals: Comparison of Experiment with Simple Models
Kundu, S., Melton, J. S., Sorensen, D. C., & Phillips, G. N. (2002) · Biophysical Journal · doi:10.1016/s0006-3495(02)75203-x · Cited by 254 · see citing works
The ‘glass transition’ in protein dynamics: what it is, why it occurs, and how to exploit it
Ringe, D., & Petsko, G. A. (2003) · Biophysical Chemistry · doi:10.1016/s0301-4622(03)00096-6 · Cited by 251 · see citing works
Mittl, P. R. E., Marco, S. D., Krebs, J., Bai, X., Karanewsky, D. S., Priestle, J. P., Tomaselli, K. J., & Grütter, M. G. (1997) · Journal of Biological Chemistry · doi:10.1074/jbc.272.10.6539 · Cited by 250 · see citing works
Argiriadi, M. A., Morisseau, C. H. P., Hammock, B. D., & Christianson, D. W. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.19.10637 · Cited by 228 · see citing works
Discriminating between homodimeric and monomeric proteins in the crystalline state
Ponstingl, H., Henrick, K., & Thornton, J. M. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(20001001)41:1 · Cited by 226 · see citing works
Collective Motions in HIV-1 Reverse Transcriptase: Examination of Flexibility and Enzyme Function
Bahar, İ., Erman, B., Jernigan, R. L., Atılgan, A. R., & Covell, D. G. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.2371 · Cited by 201 · see citing works
Self-citationMoche, M., Schneider, G., Edwards, P. C., Dehesh, K., & Lindqvist, Y. (1999) · Journal of Biological Chemistry · doi:10.1074/jbc.274.10.6031 · Cited by 200 · see citing works
Xu, C., Tobi, D., & Bahar, İ. (2003) · Journal of Molecular Biology · doi:10.1016/j.jmb.2003.08.027 · Cited by 198 · see citing works
Self-citationOakley, A. J., Bello, M. L., Battistoni, A., Ricci, G., Rossjohn, J., Villar, H. O., & Parker, M. W. (1997) · Journal of Molecular Biology · doi:10.1006/jmbi.1997.1364 · Cited by 189 · see citing works
The allosteric mechanism of the chaperonin GroEL: A dynamic analysis
Ma, J., & Karplus, M. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.15.8502 · Cited by 185 · see citing works
Structure and mechanism of a proline-specific aminopeptidase from Escherichia coli
Wilce, M. C. J., Bond, C. S., Dixon, N. E., Freeman, H. C., Guss, J. M., Lilley, P. E., & Wilce, M. C. J. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.7.3472 · Cited by 182 · see citing works
Hinge‐mediated dimerization of SMC protein is essential for its dynamic interaction with DNA
Hirano, T., & Hirano, T. (2002) · The EMBO Journal · doi:10.1093/emboj/cdf575 · Cited by 179 · see citing works
Freire, E. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.18.10118 · Cited by 177 · see citing works
Sugar Ring Distortion in the Glycosyl-Enzyme Intermediate of a Family G/11 Xylanase ,
Sidhu, G., Withers, S. G., Nguyen, N. T., McIntosh, L. P., Ziser, L., & Brayer, G. D. (1999) · Biochemistry · doi:10.1021/bi982946f · Cited by 176 · see citing works
Using A Neural Network and Spatial Clustering to Predict the Location of Active Sites in Enzymes
Gutteridge, A., Bartlett, G. J., & Thornton, J. M. (2003) · Journal of Molecular Biology · doi:10.1016/s0022-2836(03)00515-1 · Cited by 175 · see citing works
How to describe protein motion without amino acid sequence and atomic coordinates
Ming, D., Kong, Y., Lambert, M. A., Huang, Z. X., & Ma, J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.082148899 · Cited by 167 · see citing works
Dynamics and function of proteins: The search for general concepts
Frauenfelder, H., & McMahon, B. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.9.4795 · Cited by 141 · see citing works
Lowering the Entropic Barrier for Binding Conformationally Flexible Inhibitors to Enzymes,
Khan, A. R., Parrish, J. C., Fraser, M. E., Smith, W. W., Bartlett, P. A., & James, M. N. G. (1998) · Biochemistry · doi:10.1021/bi9821364 · Cited by 133 · see citing works
iGNM: a database of protein functional motions based on Gaussian Network Model
Yang, L.-W., Liu, X., Jursa, C. J., Holliman, M., Rader, A. J., Karimi, H. A., & Bahar, İ. (2005) · Computer applications in the biosciences · doi:10.1093/bioinformatics/bti469 · Cited by 119 · see citing works
Self-citationWind, R. D., Uitdehaag, J. C. M., Buitelaar, R. M., Dijkstra, B. W., & Dijkhuizen, L. (1998) · Journal of Biological Chemistry · doi:10.1074/jbc.273.10.5771 · Cited by 118 · see citing works
Protein Motions Promote Catalysis
Tousignant, A., & Pelletier, J. N. (2004) · Chemistry & Biology · doi:10.1016/j.chembiol.2004.06.007 · Cited by 116 · see citing works
Molecular Dynamics Simulations of Peptides and Proteins with Amplified Collective Motions
Zhang, Z., Shi, Y., & Liu, H. (2003) · Biophysical Journal · doi:10.1016/s0006-3495(03)75090-5 · Cited by 114 · see citing works
Inhibition of β-lactamase by clavulanate
Chen, C. C. H., & Herzberg, O. (1992) · Journal of Molecular Biology · doi:10.1016/0022-2836(92)90472-v · Cited by 105 · see citing works
Structure-based identification of a ricin inhibitor
Yan, X., Hollis, T., Svinth, M., Day, P., Monzingo, A. F., Milne, G. W. A., & Robertus, J. D. (1997) · Journal of Molecular Biology · doi:10.1006/jmbi.1996.0865 · Cited by 95 · see citing works
Stams, T., Chen, Y., Christianson, D. W., Boriack‐Sjodin, P. A., Hurt, J. D., Laipis, P. J., Silverman, D. N., Liao, J. C., May, J. A., & Dean, T. R. (1998) · Protein Science · doi:10.1002/pro.5560070303 · Cited by 95 · see citing works
Temiz, N. A., Meirovitch, E., & Bahar, İ. (2004) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.20226 · Cited by 92 · see citing works
Self-citationAgarwal, P. K., Geist, A., & Gorin, A. A. (2004) · Biochemistry · doi:10.1021/bi0495228 · Cited by 88 · see citing works
Scapin, G., Reddy, S. G., Zheng, R., & Blanchard, J. S. (1997) · Biochemistry · doi:10.1021/bi9719915 · Cited by 87 · see citing works
Hydrophilic Peptides Derived from the Transframe Region of Gag-Pol Inhibit the HIV-1 Protease
Louis, J. M., Dyda, F., Nashed, N. T., Kimmel, A. R., & Davies, D. R. (1998) · Biochemistry · doi:10.1021/bi972059x · Cited by 86 · see citing works
Crystal structure of an actinidin-E-64 complex
Varughese, K. I., Su, Y., Cromwell, D., Hasnain, S., & Xuong, N. H. (1992) · Biochemistry · doi:10.1021/bi00137a012 · Cited by 86 · see citing works
Clark, D. S. (2004) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2004.1506 · Cited by 86 · see citing works
Lubkowski, J. T., Yang, F., Alexandratos, J. N., Wlodawer, A., Zhao, H., Burke, T. R., Neamati, N., Pommier, Y. G., Merkel, G. W., & Skalka, A. M. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.9.4831 · Cited by 84 · see citing works
Inhibitor binding alters the directions of domain motions in HIV‐1 reverse transcriptase
Temiz, N. A., & Bahar, İ. (2002) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.10183 · Cited by 80 · see citing works
Self-citationInterdomain dynamics and ligand binding: molecular dynamics simulations of glutamine binding protein
Pang, A., Arinaminpathy, Y., Sansom, M. S. P., & Biggin, P. C. (2003) · FEBS Letters · doi:10.1016/s0014-5793(03)00866-4 · Cited by 72 · see citing works
Domain movements in human fatty acid synthase by quantized elastic deformational model
Ming, D., Kong, Y., Wakil, S. J., Brink, J., & Ma, J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.112222299 · Cited by 70 · see citing works
Falke, J. J. (2002) · Science · doi:10.1126/science.1069823 · Cited by 66 · see citing works
Hua, J., Babu, Y. S., Moore, D., Kilpatrick, J. M., Liu, X., Volanakis, J. E., & Narayana, S. V. L. (1998) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.2089 · Cited by 65 · see citing works
Lin, J. C., Cassidy, C. S., & Frey, P. A. (1998) · Biochemistry · doi:10.1021/bi980278s · Cited by 62 · see citing works
Díaz, N., Sordo, T. L., Merz, K. M., & Suárez, D. (2002) · Journal of the American Chemical Society · doi:10.1021/ja027704o · Cited by 59 · see citing works
Three‐dimensional structures of glycolate oxidase with bound active‐site inhibitors
Stenberg, K., & Lindqvist, Y. (1997) · Protein Science · doi:10.1002/pro.5560060506 · Cited by 59 · see citing works
Structure of a snake venom phospholipase A2 modified by p-bromo-phenacyl-bromide
Zhao, H., Tang, L., Wang, X., Zhou, Y.-C., & Lin, Z. (1998) · Toxicon · doi:10.1016/s0041-0101(97)00169-4 · Cited by 55 · see citing works
Three-Dimensional Structure of Escherichia coli Dihydrodipicolinate Reductase
Scapin, G., Blanchard, J. S., & Sacchettini, J. C. (1995) · Biochemistry · doi:10.1021/bi00011a003 · Cited by 55 · see citing works
Glycine Insertion in the Hinge Region of Lactose Repressor Protein Alters DNA Binding
Falcon, C. M., & Matthews, K. S. (1999) · Journal of Biological Chemistry · doi:10.1074/jbc.274.43.30849 · Cited by 55 · see citing works
Anticorrelated motions as a driving force in enzyme catalysis: The dehydrogenase reaction
Luo, J., & Bruice, T. C. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0405502101 · Cited by 39 · see citing works
Renatus, M., Stubbs, M. T., Huber, R., Bringmann, P., Donner, P., Schleuning, W.-D. D., & Bode, W. (1997) · Biochemistry · doi:10.1021/bi971129x · Cited by 39 · see citing works
Mining frequent patterns in protein structures: a study of protease families
Chen, S.-C., & Bahar, İ. (2004) · Bioinformatics · doi:10.1093/bioinformatics/bth912 · Cited by 39 · see citing works
Self-citationXiang, J., Sun, J., & Sampson, N. S. (2001) · Journal of Molecular Biology · doi:10.1006/jmbi.2001.4536 · Cited by 36 · see citing works
Zdanov, A. S., Wu, S., DiMaio, J., Konishi, Y., Li, Y., Wu, X., Edwards, B. F. P., Martin, P. D., & Cygler, M. (1993) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.340170304 · Cited by 34 · see citing works
Crystal structure of subtilisin DY, a random mutant of subtilisin Carlsberg
Eschenburg, S., Genov, N. C., Peters, K., FITTKAU, S., Stoeva, S., Wilson, K. S., & Betzel, C. (1998) · European Journal of Biochemistry · doi:10.1046/j.1432-1327.1998.2570309.x · Cited by 26 · see citing works
Interdomain Interactions in Hinge-Bending Transitions
Sinha, N., Kumar, S., & Nussinov, R. (2001) · Structure · doi:10.1016/s0969-2126(01)00687-6 · Cited by 22 · see citing works
Cregut, D., Drin, G., Liautard, J., & Chiche, L. (1998) · Protein Engineering Design and Selection · doi:10.1093/protein/11.10.891 · Cited by 22 · see citing works
Ringe, D., & Petsko, G. A. (1999) · Nature · doi:10.1038/20819 · Cited by 21 · see citing works
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Self-citationUnusual biophysics of intrinsically disordered proteins.
Uversky, V. (2013) · Biochimica et Biophysica Acta · doi:10.1016/j.bbapap.2012.12.008 · Cited by 536 · see citing works
Normal Mode Analysis of Biomolecular Structures: Functional Mechanisms of Membrane Proteins
Bahar, İ., Lezon, T. R., Bakan, A., & Shrivastava, I. H. (2009) · Chemical Reviews · doi:10.1021/cr900095e · Cited by 534 · see citing works
Self-citationSun, Z., Liu, Q., Qu, G., Feng, Y. F., & Reetz, M. T. (2019) · Chemical Reviews · doi:10.1021/acs.chemrev.8b00290 · Cited by 526 · see citing works
Wei, G., Xi, W., Nussinov, R., & Ma, B. (2016) · Chemical Reviews · doi:10.1021/acs.chemrev.5b00562 · Cited by 436 · see citing works
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Anisotropic network model: systematic evaluation and a new web interface
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Self-citationIntrinsic dynamics of enzymes in the unbound state and relation to allosteric regulation
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Self-citationSignal Propagation in Proteins and Relation to Equilibrium Fluctuations
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Self-citationDobbins, S. E., Lesk, V. I., & Sternberg, M. J. E. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0802496105 · Cited by 226 · see citing works
A consensus view of protein dynamics
Rueda, M., Ferrer‐Costa, C., Meyer, T., Pérez, A., Camps, J., Gelpí, J. L., & Orozco, M. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605534104 · Cited by 225 · see citing works
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Turton, D. A., Senn, H. M., Harwood, T., Lapthorn, A. J., Ellis, E. M., & Wynne, K. (2014) · Nature Communications · doi:10.1038/ncomms4999 · Cited by 225 · see citing works
Uversky, V. N. (2016) · International Journal of Molecular Sciences · doi:10.3390/ijms17111874 · Cited by 193 · see citing works
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Liu, J., Faeder, J. R., & Camacho, C. J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0907710106 · Cited by 102 · see citing works
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Kondrashov, D. A., Cui, Q., & Phillips, G. N. (2006) · Biophysical Journal · doi:10.1529/biophysj.106.085894 · Cited by 103 · see citing works
Locating the active sites of enzymes using mechanical properties
Sacquin‐Mora, S., Laforet, É., & Lavery, R. (2007) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.21353 · Cited by 97 · see citing works
Investigating the Local Flexibility of Functional Residues in Hemoproteins
Sacquin‐Mora, S., & Lavery, R. (2006) · Biophysical Journal · doi:10.1529/biophysj.105.074997 · Cited by 93 · see citing works
Discrete Breathers in Nonlinear Network Models of Proteins
Juanico, B., Sanejouand, Y., Piazza, F., & Rios, P. D. L. (2007) · Physical Review Letters · doi:10.1103/physrevlett.99.238104 · Cited by 92 · see citing works
Shrivastava, I. H., Jiang, J., Amara, S. G., & Bahar, İ. (2008) · Journal of Biological Chemistry · doi:10.1074/jbc.m800889200 · Cited by 91 · see citing works
Self-citationNonlinear relaxation dynamics in elastic networks and design principles of molecular machines
Togashi, Y., & Mikhailov, A. S. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0702950104 · Cited by 86 · see citing works
Binding Leverage as a Molecular Basis for Allosteric Regulation
Mitternacht, S., & Berezovsky, I. N. (2011) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002148 · Cited by 85 · see citing works
Interpreting Correlated Motions Using Normal Mode Analysis
Wynsberghe, A. W. V., & Cui, Q. (2006) · Structure · doi:10.1016/j.str.2006.09.003 · Cited by 81 · see citing works
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Zhang, H., Zhang, T., Chen, K., Shen, S., Ruan, J., & Kurgan, L. (2009) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.22375 · Cited by 79 · see citing works
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Lin, C., Huang, S., Lai, Y., Yen, S., Shih, C., Lu, C., Huang, C., & Hwang, J. (2008) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.21983 · Cited by 78 · see citing works
Single-molecule Force Spectroscopy Approach to Enzyme Catalysis
Alegre‐Cebollada, J., Pérez‐Jiménez, R., Kosuri, P., & Fernández, J. M. (2010) · Journal of Biological Chemistry · doi:10.1074/jbc.r109.011932 · Cited by 78 · see citing works
Enhanced direct fermentation from food waste to butanol and hydrogen by an amylolytic Clostridium
Zhang, C., Li, T., Su, G., & He, J. (2020) · Renewable Energy · doi:10.1016/j.renene.2020.01.151 · Cited by 74 · see citing works
iGNM 2.0: the Gaussian network model database for biomolecular structural dynamics
Li, H., Chang, Y.-Y., Yang, L., & Bahar, İ. (2015) · Nucleic Acids Research · doi:10.1093/nar/gkv1236 · Cited by 73 · see citing works
Self-citationLiu, Y., Gierasch, L. M., & Bahar, İ. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000931 · Cited by 70 · see citing works
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Lopina, O. D. (2017) · InTech eBooks · doi:10.5772/67248 · Cited by 70 · see citing works
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Lavery, R., & Sacquin‐Mora, S. (2007) · Journal of Biosciences · doi:10.1007/s12038-007-0089-x · Cited by 69 · see citing works
Iyer, A. K. V., Tran, K. T., Borysenko, C. W., Cascio, M., Camacho, C. J., Blair, H. C., Bahar, İ., & Wells, A. H. (2007) · Journal of Cellular Physiology · doi:10.1002/jcp.20986 · Cited by 69 · see citing works
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Bahar, İ., Cheng, M. H., Lee, J. Y., Kaya, C., & Zhang, S. (2015) · Biophysical Journal · doi:10.1016/j.bpj.2015.06.004 · Cited by 67 · see citing works
Self-citationGerek, Z. N., Keskin, Ö., & Ozkan, S. B. (2009) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.22492 · Cited by 66 · see citing works
Nucleotide-dependent Allostery within the ABC Transporter ATP-binding Cassette
Jones, P. M., & George, A. M. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m700809200 · Cited by 64 · see citing works
Yang, L., & Chng, C. (2008) · Bioinformatics and Biology Insights · doi:10.4137/bbi.s460 · Cited by 64 · see citing works
Self-citationTekpinar, M., & Zheng, W. (2010) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.22755 · Cited by 62 · see citing works
Zheng, W., & Tekpinar, M. (2009) · BMC Structural Biology · doi:10.1186/1472-6807-9-45 · Cited by 61 · see citing works
Long-range energy transfer in proteins
Piazza, F., & Sanejouand, Y.-H. (2009) · Physical Biology · doi:10.1088/1478-3975/6/4/046014 · Cited by 58 · see citing works
Dynamic Connection between Enzymatic Catalysis and Collective Protein Motions
Ojeda-May, P., Mushtaq, A., Rogne, P., Verma, A., Ovchinnikov, V., Grundström, C., Dulko-Smith, B., Sauer, U., Wolf-Watz, M., & Nam, K. (2021) · Biochemistry · doi:10.1021/acs.biochem.1c00221 · Cited by 49 · see citing works
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Kurkcuoglu, Z., Bakan, A., Kocaman, D., Bahar, İ., & Doruker, P. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002705 · Cited by 58 · see citing works
Self-citationBahar, İ. (2010) · The Journal of General Physiology · doi:10.1085/jgp.200910368 · Cited by 58 · see citing works
Self-citationVishwanath, S., de Brevern, A. G., & Srinivasan, N. (2018) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006008 · Cited by 59 · see citing works
Hung, C.-L., Liu, J.-H., Chiu, W.-C., Huang, S., Hwang, J., & Wang, W. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m609134200 · Cited by 57 · see citing works
Identifying Allosteric Hotspots with Dynamics: Application to Inter- and Intra-species Conservation
Clarke, D., Sethi, A., Li, S., Kumar, S., Chang, R. W. F., Chen, J., & Gerstein, M. (2016) · Structure · doi:10.1016/j.str.2016.03.008 · Cited by 56 · see citing works
Perspectives on Computational Enzyme Modeling: From Mechanisms to Design and Drug Development
Nam, K., Shao, Y., Major, D. T., & Wolf‐Watz, M. (2024) · ACS Omega · doi:10.1021/acsomega.3c09084 · Cited by 57 · see citing works
Delmotte, A., Tate, E. W., Yaliraki, S. N., & Barahona, M. (2011) · Physical Biology · doi:10.1088/1478-3975/8/5/055010 · Cited by 56 · see citing works
Interactions in Native Binding Sites Cause a Large Change in Protein Dynamics
Ming, D., & Wall, M. E. (2006) · Journal of Molecular Biology · doi:10.1016/j.jmb.2006.01.097 · Cited by 54 · see citing works
Dixit, A., & Verkhivker, G. M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0037605 · Cited by 53 · see citing works
Methods for Predicting Protein–Ligand Binding Sites
Xie, Z., & Hwang, M. (2014) · Methods in molecular biology · doi:10.1007/978-1-4939-1465-4_17 · Cited by 53 · see citing works
Rigidity and flexibility of biological networks
Gaspar, M. E., & Csermely, P. (2012) · Briefings in Functional Genomics · doi:10.1093/bfgp/els023 · Cited by 52 · see citing works
Coarse-Grained Protein Dynamics Studies Using Elastic Network Models
Togashi, Y., & Flechsig, H. (2018) · International Journal of Molecular Sciences · doi:10.3390/ijms19123899 · Cited by 51 · see citing works
Wang, Y., Li, Z., Liu, D., Xu, J., Wei, X., Yan, L., Yang, C., Lou, Z., & Shui, W. (2014) · Journal of Proteomics · doi:10.1016/j.jprot.2014.06.009 · Cited by 49 · see citing works
Tse, A., & Verkhivker, G. M. (2016) · PLoS ONE · doi:10.1371/journal.pone.0166583 · Cited by 48 · see citing works
Thermodynamics of allostery paves a way to allosteric drugs
Berezovsky, I. N. (2013) · Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics · doi:10.1016/j.bbapap.2013.01.024 · Cited by 47 · see citing works
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Isin, B., Rader, A. J., Dhiman, H. K., Klein‐Seetharaman, J., & Bahar, İ. (2006) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.21158 · Cited by 47 · see citing works
Self-citationFlexOracle: predicting flexible hinges by identification of stable domains
Flores, S. C., & Gerstein, M. (2007) · BMC Bioinformatics · doi:10.1186/1471-2105-8-215 · Cited by 46 · see citing works
Exploring the Suitability of Coarse-Grained Techniques for the Representation of Protein Dynamics
Emperador, A., Carrillo, O., Rueda, M., & Orozco, M. (2008) · Biophysical Journal · doi:10.1529/biophysj.107.119115 · Cited by 46 · see citing works
Protein Unfolding Behavior Studied by Elastic Network Model
Su, J. G., Li, C. H., Hao, R., Chen, W. Z., & Wang, C. X. (2008) · Biophysical Journal · doi:10.1529/biophysj.107.121665 · Cited by 46 · see citing works
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Liu, Y., Eyal, E., & Bahar, İ. (2008) · Bioinformatics · doi:10.1093/bioinformatics/btn110 · Cited by 45 · see citing works
Self-citationAkif, M., Suhre, K., Verma, C. S., & Mande, S. C. (2005) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444905030519 · Cited by 44 · see citing works
Influence of modulated structural dynamics on the kinetics of α‐chymotrypsin catalysis
Solá, R. J., & Griebenow, K. H. (2006) · FEBS Journal · doi:10.1111/j.1742-4658.2006.05524.x · Cited by 43 · see citing works
Szarecka, A., Xu, Y., & Tang, P. S. (2007) · Biophysical Journal · doi:10.1529/biophysj.106.102780 · Cited by 43 · see citing works
HingeMaster: Normal mode hinge prediction approach and integration of complementary predictors
Flores, S. C., Keating, K. S., Painter, J., Morcos, F., Nguyen, K., Merritt, E. A., Kuhn, L. A., & Gerstein, M. (2008) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.22060 · Cited by 43 · see citing works
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Mikulska‐Ruminska, K., Shrivastava, I. H., Krieger, J., Zhang, S., Li, H., Bayır, H., Wenzel, S. E., VanDemark, A. P., Kagan, V. E., & Bahar, İ. (2019) · Journal of Chemical Information and Modeling · doi:10.1021/acs.jcim.9b00006 · Cited by 42 · see citing works
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Willenbring, D., Liu, L. T., Mowrey, D. D., Xu, Y., & Tang, P. S. (2011) · Biophysical Journal · doi:10.1016/j.bpj.2011.09.026 · Cited by 42 · see citing works
Analysis of Domain Movements in Glutamine-Binding Protein with Simple Models
Su, J. G., Jiao, X., Sun, T. G., Li, C. H., Chen, W. Z., & Wang, C. X. (2006) · Biophysical Journal · doi:10.1529/biophysj.106.086512 · Cited by 41 · see citing works
Dynamics of heteropentameric nicotinic acetylcholine receptor: Implications of the gating mechanism
Szarecka, A., Xu, Y., & Tang, P. S. (2007) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.21462 · Cited by 41 · see citing works
Marcos, E., Crehuet, R., & Bahar, İ. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000738 · Cited by 40 · see citing works
Self-citationGrandison, S., Roberts, C., & Morris, R. J. (2009) · Journal of Computational Biology · doi:10.1089/cmb.2008.0083 · Cited by 39 · see citing works
Allosteric Modulation of Intact γ-Secretase Structural Dynamics
Lee, J. Y., Feng, Z., Xie, X., & Bahar, İ. (2017) · Biophysical Journal · doi:10.1016/j.bpj.2017.10.012 · Cited by 38 · see citing works
Self-citationMolnes, J., Bjørkhaug, L., Sövik, O., Njølstad, P. R., & Flatmark, T. (2008) · FEBS Journal · doi:10.1111/j.1742-4658.2008.06391.x · Cited by 38 · see citing works
Conservation of intrinsic dynamics in proteins — what have computational models taught us?
Tiwari, S. P., & Reuter, N. (2017) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2017.12.001 · Cited by 36 · see citing works
Fast dynamics perturbation analysis for prediction of protein functional sites
Ming, D., Cohn, J. D., & Wall, M. E. (2008) · BMC Structural Biology · doi:10.1186/1472-6807-8-5 · Cited by 35 · see citing works
Yan, W., Hu, G., Liang, Z. T., Jianhong, Z., Yang, Y., Chen, J., & Shen, B. (2018) · Journal of Chemical Information and Modeling · doi:10.1021/acs.jcim.8b00146 · Cited by 34 · see citing works
Chiu, W.-C., You, J.-Y., Liu, J.-S., Hsu, S., Hsu, W.-H., Shih, C., Hwang, J., & Wang, W. (2006) · Journal of Molecular Biology · doi:10.1016/j.jmb.2006.03.063 · Cited by 33 · see citing works
Incorporating protein flexibility into docking and structure-based drug design
Barril, X., & Fradera, X. (2006) · Expert Opinion on Drug Discovery · doi:10.1517/17460441.1.4.335 · Cited by 33 · see citing works
Kaynak, B., Krieger, J., Dudás, B., Dahmani, Z. L., Costa, M. G. S., Balog, E., Scott, A. L., Doruker, P., Pérahia, D., & Bahar, İ. (2022) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2022.832847 · Cited by 32 · see citing works
Self-citationEvolutionary Conserved Positions Define Protein Conformational Diversity
Saldaño, T. E., Monzón, A. M., Parisi, G. D., & Fernández-Alberti, S. (2016) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1004775 · Cited by 32 · see citing works
Fold and flexibility: what can proteins' mechanical properties tell us about their folding nucleus?
Sacquin‐Mora, S. (2015) · Journal of The Royal Society Interface · doi:10.1098/rsif.2015.0876 · Cited by 30 · see citing works
Macari, G., Toti, D., & Polticelli, F. (2019) · Journal of Computer-Aided Molecular Design · doi:10.1007/s10822-019-00235-7 · Cited by 30 · see citing works
Metal-Binding Sites Are Designed to Achieve Optimal Mechanical and Signaling Properties
Dutta, A., & Bahar, İ. (2010) · Structure · doi:10.1016/j.str.2010.06.013 · Cited by 30 · see citing works
Self-citationNetworks of Networks: An Essay on Multi-Level Biological Organization
Uversky, V. N., & Giuliani, A. (2021) · Frontiers in Genetics · doi:10.3389/fgene.2021.706260 · Cited by 28 · see citing works
Rapid Catalytic Template Searching as an Enzyme Function Prediction Procedure
Nilmeier, J. P., Kirshner, D. A., Wong, S., & Lightstone, F. C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062535 · Cited by 28 · see citing works
Discovery of processive catalysis by an exo-hydrolase with a pocket-shaped active site
Streltsov, V. A., Luang, S., Peisley, A., Varghese, J. N., Cairns, J. R. K., Fort, S., Hijnen, M., Tvaroška, I., Ardá, A., Jiménez‐Barbero, J., et al. (2019) · Nature Communications · doi:10.1038/s41467-019-09691-z · Cited by 27 · see citing works
Universality of fold-encoded localized vibrations in enzymes
Chalopin, Y., Piazza, F., Mayboroda, S., Weisbuch, C., & Filoche, M. (2019) · Scientific Reports · doi:10.1038/s41598-019-48905-8 · Cited by 27 · see citing works
- Authors
- Yang, L.-W., & Bahar, I.
- Affiliations
- University of Pittsburgh (US)
- ORCID
- Yang, Lee-Wei
- Venue
- Structure
- Publisher
- Elsevier BV
- Published
- 2005-06
- Volume
- 13
- Issue
- 6
- Pages
- 893-904
- ISSN
- 0969-2126 (ISSN-L)
- PMC
- PMC1489920
- OpenAlex
- W2160975112
- Cited by
- 273
- References
- 78
- Citations by year
- 2026: 5 · 2025: 6 · 2024: 12 · 2023: 10 · 2022: 8 · 2021: 10 · 2020: 7 · 2019: 12 · 2018: 9 · 2017: 13 · 2016: 15 · 2015: 8 · 2014: 21 · 2013: 11 · 2012: 15
- FWCI
- 8.16
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (vor, 3004 d)
- doi.org/10.15223/policy-017 (stm-asf)
- doi.org/10.15223/policy-037 (stm-asf)
- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Structure (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Science Foundation (0225636)
- National Institutes of Health (1R01LM007994-01A1)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Physical Sciences › Materials Science › Materials Chemistry › Enzyme Structure and Function
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Computational Drug Discovery Methods
- Keywords
- enzyme active site, mechanochemistry, Gaussian network model, ligand binding sites, protein flexibility, substrate docking
- MeSH terms
- Binding Sites, Catalysis, Computer Simulation, Enzyme Stability, Enzymes, Ligands, Models, Molecular, Motion, Protein Binding, Protein Conformation, Substrate Specificity, Thermodynamics, Computational Biology
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