The DOI matches its Crossref record; 80 of the 81 references it cites were found in a registry or an index.
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.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
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?
In the citing paper
“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]
In the citing paper
“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]
In the citing paper
“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]
In the citing paper
“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]
Citations
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
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 8,574
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 6,435
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
Proteins: Structures and Molecular Properties
Creighton, T. E. (1986) · Medical Entomology and Zoology · Cited by 2,645
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
Why are ?natively unfolded? proteins unstructured under physiologic conditions?
Uversky, V. N., Gillespie, J. R., & Fink, A. L. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(20001115)41:3 · Cited by 2,097
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
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
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
Self-citationStructural Mechanisms for Domain Movements in Proteins
Gerstein, M., Lesk, A. M., & Chothia, C. (1994) · Biochemistry · doi:10.1021/bi00188a001 · Cited by 741
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
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
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
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
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
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
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 550
Sharff, A., Rodseth, L. E., Spurlino, J. C., & Quiocho, F. A. (1992) · Biochemistry · doi:10.1021/bi00159a003 · Cited by 477
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
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
A database of macromolecular motions
Gerstein, M. (1998) · Nucleic Acids Research · doi:10.1093/nar/26.18.4280 · Cited by 375
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
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
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
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
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
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 294
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 287
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
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
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 277
Engh, R., Girod, A., Kinzel, V., Huber, R., & Bossemeyer, D. (1996) · Journal of Biological Chemistry · doi:10.1074/jbc.271.42.26157 · Cited by 277
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
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 270
Hilser, V. J., & Freire, E. (1996) · Journal of Molecular Biology · doi:10.1006/jmbi.1996.0550 · Cited by 255
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
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×
“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
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
Barak, R., & Eisenbach, M. (1992) · Biochemistry · doi:10.1021/bi00121a034 · Cited by 155
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
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
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
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
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
Huang, 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
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
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
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
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
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
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
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
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 93
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 92
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
Cambillau, C., Frey, M., Mossé, J., Guerlesquin, F., & Bruschi, M. (1988) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.340040109 · Cited by 78
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
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
Self-citationKranz, J. K., & Hall, K. B. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1998.2296 · Cited by 63
Structural aspects of GroEl function
Horovitz, A. (1998) · Current Opinion in Structural Biology · doi:10.1016/s0959-440x(98)80015-8 · Cited by 59
Protein fold analysis of the B30.2-like domain
Seto, M. H., Liu, H.-L. C., Zajchowski, D. A., & Whitlow, M. D. (1999) · Proteins Structure Function and Bioinformatics · doi:10.1002/(sici)1097-0134(19990501)35:2 · Cited by 53
The dependence of amino acid pair correlations on structural environment
Cootes, A. P., Curmi, P. M. G., Cunningham, R. B., Donnelly, C. F., & Torda, A. E. (1998) · Proteins Structure Function and Bioinformatics · doi:10.1002/(sici)1097-0134(19980801)32:2 · Cited by 49
Self-citationFluctuations 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
Self-citationJacoboni, I., Martelli, P. L., Fariselli, P., Compiani, M., & Casadio, R. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(20001201)41:4 · Cited by 44
Self-citationStreaker, E. D., & Beckett, D. (1999) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.3086 · Cited by 40
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
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
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
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
Fan, Z.-C., Shan, L., Goldsteen, B. Z., Guddat, L. W., Thakur, A. B., Landolfi, N. F., Co, M. S., Vásquez, M., Queen, C., Ramsland, P. A., et al. (1999) · Journal of Molecular Recognition · doi:10.1002/(sici)1099-1352(199901/02)12:1 · Cited by 29
Wrabl, J. O., Larson, S. A., & Hilser, V. J. (2001) · Protein Science · doi:10.1110/ps.01601 · Cited by 27
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
Liggins, J. R., & Privalov, P. L. (2000) · Proteins Structure Function and Bioinformatics · doi:10.1002/1097-0134(2000)41:4+ · Cited by 24
Alignment of flexible protein structures.
Shatsky, M., Fligelman, Z. Y., Nussinov, R., & Wolfson, H. J. (2000) · PubMed · Cited by 21
Self-citationMuller, Y. A., Kelley, R. F., & de Vos, A. M. (1998) · Protein Science · doi:10.1002/pro.5560070504 · Cited by 17
Buck, M., & Rosen, M. K. (2001) · Science · doi:10.1126/science.1060383 · Cited by 15
Nussinov, R., & Wolfson, H. J. (1999) · Combinatorial Chemistry & High Throughput Screening · doi:10.2174/1386207302666220204195041 · Cited by 7
Self-citationNussinov, R., & Wolfson, H. J. (1999) · Combinatorial Chemistry & High Throughput Screening · doi:10.2174/1386207302666220204195344 · Cited by 6
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
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
Molecular dynamics simulations and drug discovery
Durrant, J. D., & McCammon, J. A. (2011) · BMC Biology · doi:10.1186/1741-7007-9-71 · Cited by 1,475
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
Csermely, P., Palotai, R., & Nussinov, R. (2010) · Trends in Biochemical Sciences · doi:10.1016/j.tibs.2010.04.009 · Cited by 821
Self-citation
Metadata
- 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
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