Recent computational advances in the identification of allosteric sites in proteins
Abstract
Allosteric modulators have the potential to fine-tune protein functional activity. Therefore, the targeting of allosteric sites, as a strategy in drug design, is gaining increasing attention. Currently, it is not trivial to find and characterize new allosteric sites by experimental approaches. Alternatively, computational approaches are useful in helping researchers analyze and select potential allosteric sites for drug discovery. Here, we review state-of-the-art computational approaches directed at predicting putative allosteric sites in proteins, along with examples of successes in identifying allosteric sites utilizing these methods. We also discuss the challenges in developing reliable methods for predicting allosteric sites and tactics to resolve demanding tasks.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Allosteric modulators can change protein/substrate affinity in a highly predictable manner by stabilizing target proteins in inactive or active state, leading to desirable controllability.
“Allosteric modulators can change the protein/substrate affinity in a highly predictable manner by stabilizing target proteins in an inactive or active state, leading to desirable controllability.”
From Recent advances in targeting the “undruggable” proteins: from drug discovery to clinical trials (2023) · cites this paper as [238]
Allosteric ligands do not have to compete with high-affinity substrates, making it simpler to develop allosteric modulators.
“Firstly, allosteric ligands do not have to compete with high-affinity substrates, making it simpler to develop allosteric modulators.”
From Recent advances in targeting the “undruggable” proteins: from drug discovery to clinical trials (2023) · cites this paper as [238]
Cites
Nagase, H., & Woessner, J. F. (1999) · Journal of Biological Chemistry · doi:10.1074/jbc.274.31.21491 · Cited by 3,905 · see citing works
K-Ras(G12C) inhibitors allosterically control GTP affinity and effector interactions
Ostrem, J. M., Peters, U., Sos, M. L., Wells, J. A., & Shokat, K. M. (2013) · Nature · doi:10.1038/nature12796 · Cited by 2,557 · see citing works
Evolutionarily Conserved Pathways of Energetic Connectivity in Protein Families
Lockless, S. W., & Ranganathan, R. (1999) · Science · doi:10.1126/science.286.5438.295 · Cited by 1,288 · see citing works
Activation and allosteric modulation of a muscarinic acetylcholine receptor
Kruse, A. C., Ring, A. M., Manglik, A., Hu, J., Hu, K., Eitel, K., Hübner, H., Pardon, E., Valant, C., Sexton, P. M., et al. (2013) · Nature · doi:10.1038/nature12735 · Cited by 895 · see citing works
Dynamical networks in tRNA:protein complexes
Sethi, A., Eargle, J., Black, A. A., & Luthey-Schulten, Z. A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0810961106 · Cited by 795 · see citing works
Allostery in Disease and in Drug Discovery
Nussinov, R., & Tsai, C. (2013) · Cell · doi:10.1016/j.cell.2013.03.034 · Cited by 764 · see citing works
Structure of the CCR5 Chemokine Receptor–HIV Entry Inhibitor Maraviroc Complex
Tan, Q., Zhu, Y., Li, J., Chen, Z., Han, G. W., Kufareva, I., Li, T., Ma, L., Fenalti, G., Li, J., et al. (2013) · Science · doi:10.1126/science.1241475 · Cited by 715 · see citing works
Dynamically driven protein allostery
Popovych, N., Sun, S., Ebright, R. H., & Kalodimos, C. G. (2006) · Nature Structural & Molecular Biology · doi:10.1038/nsmb1132 · Cited by 637 · see citing works
How Does a Drug Molecule Find Its Target Binding Site?
Shan, Y., Kim, E. T., Eastwood, M. P., Dror, R. O., Seeliger, M. A., & Shaw, D. E. (2011) · Journal of the American Chemical Society · doi:10.1021/ja202726y · Cited by 614 · see citing works
Structure of a Class C GPCR Metabotropic Glutamate Receptor 1 Bound to an Allosteric Modulator
Wu, H., Wang, C., Gregory, K. J., Han, G. W., Cho, H. P., Xia, Y., Niswender, C. M., Katritch, V., Meiler, J., Cherezov, V., et al. (2014) · Science · doi:10.1126/science.1249489 · Cited by 539 · 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
Emerging paradigms in GPCR allostery: implications for drug discovery
Wootten, D., Christopoulos, A., & Sexton, P. M. (2013) · Nature Reviews Drug Discovery · doi:10.1038/nrd4052 · Cited by 498 · see citing works
The spatial architecture of protein function and adaptation
McLaughlin, R. N., Poelwijk, F. J., Raman, A., Gosal, W. S., & Ranganathan, R. (2012) · Nature · doi:10.1038/nature11500 · Cited by 462 · see citing works
Structure of class B GPCR corticotropin-releasing factor receptor 1
Hollenstein, K., Kean, J., Bortolato, A., Cheng, R. K. Y., Dore, A. S., Jazayeri, A., Cooke, R. M., Weir, M., & Marshall, F. H. (2013) · Nature · doi:10.1038/nature12357 · Cited by 417 · see citing works
Structural basis for modulation of a G-protein-coupled receptor by allosteric drugs
Dror, R. O., Green, H. F., Valant, C., Borhani, D. W., Valcourt, J. R., Pan, A. C., Arlow, D. H., Canals, M., Lane, J. R., Rahmani, R., et al. (2013) · Nature · doi:10.1038/nature12595 · Cited by 411 · see citing works
A Unified View of “How Allostery Works”
Tsai, C.-J., & Nussinov, R. (2014) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003394 · Cited by 401 · see citing works
Mechanisms of peptide and nonpeptide ligand binding to Class B G-protein-coupled receptors
Hoare, S. R. J. (2005) · Drug Discovery Today · doi:10.1016/s1359-6446(05)03370-2 · Cited by 381 · see citing works
Hot Spots for Allosteric Regulation on Protein Surfaces
Reynolds, K. A., McLaughlin, R. N., & Ranganathan, R. (2011) · Cell · doi:10.1016/j.cell.2011.10.049 · Cited by 350 · see citing works
Protein Solvation in Allosteric Regulation: A Water Effect on Hemoglobin
Colombo, M. F., Rau, D. C., & Parsegian, V. A. (1992) · Science · doi:10.1126/science.1585178 · Cited by 344 · see citing works
Activation pathway of Src kinase reveals intermediate states as targets for drug design
Shukla, D., Meng, Y., Roux, B., & Pande, V. S. (2014) · Nature Communications · doi:10.1038/ncomms4397 · Cited by 333 · see citing works
Searching for new allosteric sites in enzymes
Hardy, J. A., & Wells, J. A. (2004) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2004.10.009 · Cited by 330 · see citing works
Allosite: a method for predicting allosteric sites
Huang, W., Lu, S., Huang, Z., Liu, X., Mou, L., Luo, Y., Zhao, Y., Liu, Y., Chen, Z., Hou, T., et al. (2013) · Bioinformatics · doi:10.1093/bioinformatics/btt399 · Cited by 227 · see citing works
Self-citationConformational Spread as a Mechanism for Cooperativity in the Bacterial Flagellar Switch
Bai, F., Branch, R. W., Nicolau, D. V., et al. (2010) · Science · doi:10.1126/science.1182105 · Cited by 199 · see citing works
Wart, A. T. V., Durrant, J. D., Votapka, L. W., & Amaro, R. E. (2014) · Journal of Chemical Theory and Computation · doi:10.1021/ct4008603 · Cited by 183 · see citing works
ASD: a comprehensive database of allosteric proteins and modulators
Huang, Z., Zhu, L., Cao, Y., Wu, G. G., Liu, X., Chen, Y., Wang, Q., Shi, T., Zhao, Y., Wang, Y., et al. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq1022 · Cited by 177 · see citing works
Self-citationAllosteric networks in thrombin distinguish procoagulant vs. anticoagulant activities
Gasper, P. M., Fuglestad, B., Komives, E. A., Markwick, P. R. L., & McCammon, J. A. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1218414109 · Cited by 154 · see citing works
Harnessing Allostery: A Novel Approach to Drug Discovery
Lu, S., Li, S., & Zhang, J. (2014) · Medicinal Research Reviews · doi:10.1002/med.21317 · Cited by 146 · see citing works
Self-citationAndrographolide derivatives inhibit guanine nucleotide exchange and abrogate oncogenic Ras function
Hocker, H. J., Cho, K.-J., Chen, C.-Y. K., Rambahal, N., Sagineedu, S. R., Shaari, K., Stanslas, J., Hancock, J. F., & Gorfe, A. A. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1300016110 · Cited by 144 · see citing works
Hilser, V. J. (2010) · Science · doi:10.1126/science.1186121 · Cited by 141 · see citing works
The Different Ways through Which Specificity Works in Orthosteric and Allosteric Drugs
Nussinov, R., & Tsai, C. (2012) · Current Pharmaceutical Design · doi:10.2174/138161212799436377 · Cited by 139 · see citing works
PARS: a web server for the prediction of Protein Allosteric and Regulatory Sites
Panjkovich, A., & Daura, X. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu002 · Cited by 139 · see citing works
Computational approaches to mapping allosteric pathways
Feher, V. A., Durrant, J. D., Wart, A. T. V., & Amaro, R. E. (2014) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2014.02.004 · Cited by 138 · see citing works
Allosteric non-bisphosphonate FPPS inhibitors identified by fragment-based discovery
Jahnke, W., Rondeau, J., Cotesta, S., Marzinzik, A. L., Pellé, X., Geiser, M., Strauss, A., Götte, M., Bitsch, F., Hemmig, R., et al. (2010) · Nature Chemical Biology · doi:10.1038/nchembio.421 · Cited by 129 · see citing works
Allosteric mechanism of water-channel gating by Ca2+–calmodulin
Reichow, S., Clemens, D. M., Freites, J. A., et al. (2013) · Nature Structural & Molecular Biology · doi:10.1038/nsmb.2630 · Cited by 113 · see citing works
αC helix displacement as a general approach for allosteric modulation of protein kinases
Palmieri, L., & Rastelli, G. (2012) · Drug Discovery Today · doi:10.1016/j.drudis.2012.11.009 · Cited by 112 · see citing works
SPACER: server for predicting allosteric communication and effects of regulation
Goncearenco, A., Mitternacht, S., Yong, T., Eisenhaber, B., Eisenhaber, F., & Berezovsky, I. N. (2013) · Nucleic Acids Research · doi:10.1093/nar/gkt460 · Cited by 102 · see citing works
ASD v2.0: updated content and novel features focusing on allosteric regulation
Huang, Z., Mou, L., Shen, Q., Lu, S., Li, C., Liu, X., Wang, G., Li, S., Geng, L., Liu, Y., et al. (2013) · Nucleic Acids Research · doi:10.1093/nar/gkt1247 · Cited by 102 · see citing works
Self-citationNovinec, M., Korenč, M., Caflisch, A., Ranganathan, R., Lenar≷cic̆, B., & Baici, A. (2014) · Nature Communications · doi:10.1038/ncomms4287 · Cited by 91 · see citing works
Chemical, Target, and Bioactive Properties of Allosteric Modulation
van Westen, G. J. P., Gaulton, A., & Overington, J. P. (2014) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003559 · Cited by 88 · see citing works
Rational Engineering of Enzyme Allosteric Regulation through Sequence Evolution Analysis
Yang, J.-S., Seo, S. W., Jang, S., Jung, G. Y., & Kim, S. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002612 · Cited by 87 · see citing works
The concept of allosteric modulation: an overview
Changeux, J. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.07.007 · 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
Unraveling Hidden Regulatory Sites in Structurally Homologous Metalloproteases
Udi, Y., Fragai, M., Grossman, M., Mitternacht, S., Arad‐Yellin, R., Calderone, V., Melikian, M., Toccafondi, M., Berezovsky, I. N., Luchinat, C., et al. (2013) · Journal of Molecular Biology · doi:10.1016/j.jmb.2013.04.009 · Cited by 64 · see citing works
Emerging computational approaches for the study of protein allostery
Collier, G., & Ortiz, V. (2013) · Archives of Biochemistry and Biophysics · doi:10.1016/j.abb.2013.07.025 · Cited by 60 · see citing works
Allosteric modulation and functional selectivity of G protein-coupled receptors
Gao, Z., & Jacobson, K. A. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.08.004 · Cited by 55 · see citing works
Allostery in Ca2+ channel modulation by calcium-binding proteins
Yang, P. S., Johny, M. B., & Yue, D. T. (2014) · Nature Chemical Biology · doi:10.1038/nchembio.1436 · Cited by 55 · see citing works
The Role of Conserved Waters in Conformational Transitions of Q61H K-ras
Prakash, P., Sayyed–Ahmad, A., & Gorfe, A. A. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002394 · Cited by 51 · see citing works
Qi, Y., Wang, Q., Tang, B., & Lai, L. (2012) · Journal of Chemical Theory and Computation · doi:10.1021/ct300395h · Cited by 49 · see citing works
A Class of Allosteric Caspase Inhibitors Identified by High-Throughput Screening
Feldman, T., Kabaleeswaran, V., Jang, S. B., Antczak, C., Djaballah, H., Wu, H., & Jiang, X. (2012) · Molecular Cell · doi:10.1016/j.molcel.2012.06.007 · Cited by 47 · see citing works
Allosteric modulation of Class C GPCRs: a novel approach for the treatment of CNS disorders
Engers, D. W., & Lindsley, C. W. (2013) · Drug Discovery Today: Technologies · doi:10.1016/j.ddtec.2012.10.007 · Cited by 45 · see citing works
Toward understanding the molecular basis for chemical allosteric modulator design
Wang, Q., Zheng, M., Huang, Z., Liu, X., Zhou, H., Chen, Y., Shi, T., & Zhang, J. (2012) · Journal of Molecular Graphics and Modelling · doi:10.1016/j.jmgm.2012.07.006 · Cited by 40 · see citing works
Self-citationAllosteric modulators of the extracellular calcium receptor
Nemeth, E. F. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.11.002 · Cited by 40 · see citing works
The critical effect of polarization on the dynamical structure of guanine quadruplex DNA
Song, J., Ji, C., & Zhang, J. Z. H. (2013) · Physical Chemistry Chemical Physics · doi:10.1039/c2cp44100d · Cited by 38 · see citing works
Self-citationSahún‐Roncero, M., Rubio‐Ruíz, B., Saladino, G., et al. (2013) · Angewandte Chemie International Edition · doi:10.1002/anie.201209660 · Cited by 38 · see citing works
Wang, Q., Qi, Y., Yin, N., & Lai, L. (2014) · PLoS ONE · doi:10.1371/journal.pone.0094829 · Cited by 29 · see citing works
Toward an understanding of the sequence and structural basis of allosteric proteins
Li, X., Chen, Y., Lu, S., Huang, Z., Liu, X., Wang, Q., Shi, T., & Zhang, J. (2013) · Journal of Molecular Graphics and Modelling · doi:10.1016/j.jmgm.2012.12.011 · Cited by 28 · see citing works
Self-citationAllosteric modulation of A1-adenosine receptor: a review
Kimatrai-Salvador, M., Baraldi, P. G., & Romagnoli, R. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.08.005 · Cited by 26 · see citing works
Solvated dissipative electro-elastic network model of hydrated proteins
Martin, D. R., & Matyushov, D. V. (2012) · The Journal of Chemical Physics · doi:10.1063/1.4759105 · Cited by 15 · see citing works
Technology combination to address GPCR allosteric modulator drug-discovery pitfalls
Schann, S., Bouvier, M., & Neuville, P. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.09.008 · Cited by 13 · see citing works
Desimmie, B. A., Demeulemeester, J., Christ, F., & Debyser, Z. (2012) · Drug Discovery Today Technologies · doi:10.1016/j.ddtec.2012.10.002 · Cited by 12 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Recent advances in targeting the “undruggable” proteins: from drug discovery to clinical trials
Xie, X., Yu, T., Li, X., Zhang, N., Foster, L. J., Peng, C., Huang, W., & He, G. (2023) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-023-01589-z · Cited by 396 · see citing works
Self-citationRas Conformational Ensembles, Allostery, and Signaling
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
Self-citationDrugging Ras GTPase: a comprehensive mechanistic and signaling structural view
Lu, S., Jang, H., Gu, S., Zhang, J., & Nussinov, R. (2016) · Chemical Society Reviews · doi:10.1039/c5cs00911a · Cited by 188 · see citing works
Self-citationASD v3.0: unraveling allosteric regulation with structural mechanisms and biological networks
Shen, Q., Wang, G., Li, S., Liu, X., Lu, S., Chen, Z., Song, K., Yan, J., Geng, L., Huang, Z., et al. (2016) · Nucleic Acids Research · doi:10.1093/nar/gkv902 · Cited by 122 · see citing works
Self-citationNi, D., Lu, S., & Zhang, J. (2019) · Medicinal Research Reviews · doi:10.1002/med.21585 · Cited by 116 · see citing works
Self-citationStructure-based prediction of protein allostery
Greener, J. G., & Sternberg, M. J. (2018) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2017.10.002 · Cited by 91 · see citing works
Inhibitors of Ras–SOS Interactions
Lu, S., Jang, H., Zhang, J., & Nussinov, R. (2016) · ChemMedChem · doi:10.1002/cmdc.201500481 · Cited by 72 · see citing works
Self-citation
- Authors
- Lu, S., Huang, W., & Zhang, J.
- Affiliations
- Shanghai Jiao Tong University (CN)
- Corresponding author
- Zhang, Jian
- Venue
- Drug Discovery Today
- Publisher
- Elsevier BV
- Published
- 2014-10
- Volume
- 19
- Issue
- 10
- Pages
- 1595-1600
- ISSN
- 1359-6446 (ISSN-L)
- OpenAlex
- W2052046618
- Cited by
- 102
- References
- 60
- Citations by year
- 2026: 5 · 2025: 3 · 2024: 4 · 2023: 6 · 2022: 3 · 2021: 8 · 2020: 5 · 2019: 16 · 2018: 10 · 2017: 11 · 2016: 17 · 2015: 14
- FWCI
- 1.14
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Drug Discovery Today (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Natural Science Foundation of China (81322046, 81302698)
- Topics
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Computational Drug Discovery Methods
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Machine Learning in Bioinformatics
- Keywords
- allosteric site, allosteric modulators, allosteric site prediction, protein structure, drug target identification, computer-aided drug design, protein function modulation
- MeSH terms
- Allosteric Site, Protein Conformation, Proteins, Computational Biology, Drug Discovery, Molecular Dynamics Simulation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review