To what extent do structural changes in catalytic metal sites affect enzyme function?
Open accessAbstract
About half of known enzymatic reactions involve metals. Enzymes belonging to the same superfamily often evolve to catalyze different reactions on the same structural scaffold. The work presented here investigates how functional differentiation, within superfamilies that contain metalloenzymes, relates to structural changes at the catalytic metal site. In general, when the catalytic metal site is unchanged across the enzymes of a superfamily, the functional differentiation within the superfamily tends to be low and the mechanism conserved. Conversely, all types of structural changes in the metal binding site are observed for superfamilies with high functional differentiation. Overall, the catalytic role of the metal ions appears to be one of the most conserved features of the enzyme mechanism within metalloenzyme superfamilies. In particular, when the catalytic role of the metal ion does not involve a redox reaction (i.e. there is no exchange of electrons with the substrate), this role is almost always maintained even when the site undergoes significant structural changes. In these enzymes, functional diversification is most often associated with modifications in the surrounding protein matrix, which has changed so much that the enzyme chemistry is significantly altered. On the other hand, in more than 50% of the examples where the metal has a redox role in catalysis, changes at the metal site modify its catalytic role. Further, we find that there are no examples in our dataset where metal sites with a redox role are lost during evolution. SYNOPSIS: In this paper we investigate how functional diversity within superfamilies of metalloenzymes relates to structural changes at the catalytic metal site. Evolution tends to strictly conserve the metal site. When changes occur, they do not modify the catalytic role of non-redox metals whereas they affect the role of redox-active metals.
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Metal ions, particularly iron, play a critical role in the activity of many enzymes involved in the detoxification of reactive oxygen species.
“One striking example is the critical role of metal ions, particularly iron, in the activity of many enzymes involved in the detoxification of reactive oxygen species (ROS) [54–56].”
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Cites
TM-align: a protein structure alignment algorithm based on the TM-score
Zhang, Y. (2005) · Nucleic Acids Research · doi:10.1093/nar/gki524 · Cited by 3,774 · see citing works
Announcing the worldwide Protein Data Bank
Berman, H., Henrick, K., & Nakamura, H. (2003) · Nature Structural & Molecular Biology · doi:10.1038/nsb1203-980 · Cited by 3,093 · see citing works
CATH – a hierarchic classification of protein domain structures
Orengo, C., Michie, A. D., Jones, S., Jones, D., Swindells, M. B., & Thornton, J. M. (1997) · Structure · doi:10.1016/s0969-2126(97)00260-8 · Cited by 2,608 · see citing works
Self-citationThe biological chemistry of the elements: the inorganic chemistry of life
(1992) · Choice Reviews Online · doi:10.5860/choice.30-0286 · Cited by 1,326 · see citing works
[47] Establishing homologies in protein sequences
Dayhoff, M. O., Barker, W. C., & Hunt, L. T. (1983) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/s0076-6879(83)91049-2 · Cited by 1,169 · see citing works
Metal ions in biological catalysis: from enzyme databases to general principles
Andreini, C., Bertini, I., Cavallaro, G., Holliday, G. L., & Thornton, J. M. (2008) · JBIC Journal of Biological Inorganic Chemistry · doi:10.1007/s00775-008-0404-5 · Cited by 1,150 · see citing works
Self-citationSCOP: a Structural Classification of Proteins database
Hubbard, T., Murzin, A. G., Brenner, S. E., & Chothia, C. (1997) · Nucleic Acids Research · doi:10.1093/nar/25.1.236 · Cited by 943 · see citing works
Protein superfamilles and domain superfolds
Orengo, C. A., Jones, D. T., & Thornton, J. M. (1994) · Nature · doi:10.1038/372631a0 · Cited by 786 · see citing works
Self-citationTodd, A. E., Orengo, C. A., & Thornton, J. M. (2001) · Journal of Molecular Biology · doi:10.1006/jmbi.2001.4513 · Cited by 681 · see citing works
Self-citationMetalloenzymes: the entatic nature of their active sites.
Vallée, B. L., & Williams, R. J. (1968) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.59.2.498 · Cited by 650 · see citing works
Coordination Dynamics of Zinc in Proteins
Maret, W., & Li, Y. (2009) · Chemical Reviews · doi:10.1021/cr800556u · Cited by 644 · see citing works
Nagano, N., Orengo, C., & Thornton, J. (2002) · Journal of Molecular Biology · doi:10.1016/s0022-2836(02)00649-6 · Cited by 631 · see citing works
Self-citationSCOP: a Structural Classification of Proteins database
Conte, L. L. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.257 · Cited by 581 · see citing works
Protein Design: Toward Functional Metalloenzymes
Yu, F., Cangelosi, V. M., Zastrow, M. L., Tegoni, M., Plegaria, J. S., Tebo, A. G., Mocny, C. S., Ruckthong, L., Qayyum, H., & Pecoraro, V. L. (2014) · Chemical Reviews · doi:10.1021/cr400458x · Cited by 442 · see citing works
CATH: comprehensive structural and functional annotations for genome sequences
Sillitoe, I., Lewis, T. E., Cuff, A. L., Das, S., Ashford, P., Dawson, N. L., Furnham, N., Laskowski, R. A., Lee, D., Lees, J. G., et al. (2014) · Nucleic Acids Research · doi:10.1093/nar/gku947 · Cited by 424 · see citing works
Self-citationChristianson, D. W. (1991) · Advances in protein chemistry · doi:10.1016/s0065-3233(08)60538-0 · Cited by 374 · see citing works
Metalloproteomes: A Bioinformatic Approach
Andreini, C., Bertini, I., & Rosato, A. (2009) · Accounts of Chemical Research · doi:10.1021/ar900015x · Cited by 370 · see citing works
Self-citationWhittington, D. A., Wise, M. L., Urbanský, M., et al. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.232591099 · Cited by 329 · see citing works
Nature of the protein universe
Levitt, M. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0905029106 · Cited by 316 · see citing works
Structural insights into the evolutionary paths of oxylipin biosynthetic enzymes
Lee, D., Nioche, P., Hámberg, M., & Raman, C. S. (2008) · Nature · doi:10.1038/nature07307 · Cited by 295 · see citing works
Rynkiewicz, M. J., Cane, D. E., & Christianson, D. W. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.231313098 · Cited by 275 · see citing works
Structural Basis for Bisphosphonate-mediated Inhibition of Isoprenoid Biosynthesis
Hosfield, D. J., Zhang, Y., Dougan, D. R., Broun, A., Tari, L. W., Swanson, R. V., & Finn, J. (2004) · Journal of Biological Chemistry · doi:10.1074/jbc.c300511200 · Cited by 272 · see citing works
Rack‐induced bonding in blue‐copper proteins
Malmström, B. G. (1994) · European Journal of Biochemistry · doi:10.1111/j.1432-1033.1994.tb19044.x · Cited by 248 · see citing works
Evolution of enzyme superfamilies
Glasner, M. E., Gerlt, J. A., & Babbitt, P. C. (2006) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2006.08.012 · Cited by 232 · see citing works
Structure of a dioxygen reduction enzyme from Desulfovibrio gigas.
Carrondo, M. A., Frazão, C., Silva, G. P. D. L., et al. (2000) · Nature Structural Biology · doi:10.1038/80961 · Cited by 231 · see citing works
MetalPDB: a database of metal sites in biological macromolecular structures
Andreini, C., Cavallaro, G., Lorenzini, S., & Rosato, A. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks1063 · Cited by 227 · see citing works
Self-citationEnergised (entatic) States of Groups and of Secondary Structures in Proteins and Metalloproteins
Williams, R. J. P. (1995) · European Journal of Biochemistry · doi:10.1111/j.1432-1033.1995.363_b.x · Cited by 220 · see citing works
Protein folds and families: sequence and structure alignments
Holm, L., & Sander, C. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.244 · Cited by 203 · see citing works
Mysteries of Metals in Metalloenzymes
Valdez, C. E., Smith, Q. A., Nechay, M. R., & Alexandrova, A. N. (2014) · Accounts of Chemical Research · doi:10.1021/ar500227u · Cited by 179 · see citing works
Raaijmakers, H. C. A., & Romão, M. J. (2006) · JBIC Journal of Biological Inorganic Chemistry · doi:10.1007/s00775-006-0129-2 · Cited by 167 · see citing works
BRENDA, AMENDA and FRENDA: the enzyme information system in 2007
Barthelmes, J., Ebeling, C., Chang, A., Schomburg, D., & Schomburg, D. (2007) · Nucleic Acids Research · doi:10.1093/nar/gkl972 · Cited by 162 · see citing works
Divergence and Convergence in Enzyme Evolution
Galperin, M. Y., & Koonin, E. V. (2011) · Journal of Biological Chemistry · doi:10.1074/jbc.r111.241976 · Cited by 161 · see citing works
Structural basis for substrate binding, cleavage and allostery in the tRNA maturase RNase Z
de la Sierra-Gallay, I. L., Pellegrini, O., & Condon, C. (2005) · Nature · doi:10.1038/nature03284 · Cited by 152 · see citing works
Structural and redox plasticity in the heterodimeric periplasmic nitrate reductase
Arnoux, P., Sabaty, M., Alric, J., Frangioni, B., Guigliarelli, B., Adriano, J.-M., & Pignol, D. (2003) · Nature Structural & Molecular Biology · doi:10.1038/nsb994 · Cited by 149 · see citing works
Structure of dehydroquinate synthase reveals an active site capable of multistep catalysis
Carpenter, E. P., Hawkins, A. R., Frost, J. W., & Brown, K. A. (1998) · Nature · doi:10.1038/28431 · Cited by 144 · see citing works
He, M. M., Clugston, S. L., Honek, J. F., & Matthews, B. W. (2000) · Biochemistry · doi:10.1021/bi000856g · Cited by 142 · see citing works
Silaghi-Dumitrescu, R. L., Kurtz, D. M. J., Ljungdahl, L. G., & Lanzilotta, W. N. (2005) · Biochemistry · doi:10.1021/bi0473049 · Cited by 141 · see citing works
Minimal Functional Sites Allow a Classification of Zinc Sites in Proteins
Andreini, C., Bertini, I., & Cavallaro, G. (2011) · PLoS ONE · doi:10.1371/journal.pone.0026325 · Cited by 136 · see citing works
Self-citationThe Classification and Evolution of Enzyme Function
Cuesta, S. M., Rahman, S. A., Furnham, N., & Thornton, J. M. (2015) · Biophysical Journal · doi:10.1016/j.bpj.2015.04.020 · Cited by 135 · see citing works
Self-citationEmerson, J. P., Kovaleva, E. G., Farquhar, E. R., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0711179105 · Cited by 128 · see citing works
Formation of oxylipins by CYP74 enzymes
Stumpe, M., & Feußner, I. (2006) · Phytochemistry Reviews · doi:10.1007/s11101-006-9038-9 · Cited by 126 · see citing works
Antibiotic Recognition by Binuclear Metallo-β-Lactamases Revealed by X-ray Crystallography
SPENCER, J. M., Read, J., Sessions, R. B., Howell, S. A., Blackburn, G. M., & Gamblin, S. J. (2005) · Journal of the American Chemical Society · doi:10.1021/ja0536062 · Cited by 125 · see citing works
Ruzheinikov, S. N., Burke, J., Sedelnikova, S. E., Baker, P. J., Taylor, R., Bullough, P. A., Muir, N. M., Gore, M. G., & Rice, D. W. (2001) · Structure · doi:10.1016/s0969-2126(01)00645-1 · Cited by 121 · see citing works
Tsutakawa, S. E., Shin, D. S., Mol, C. D., Izumi, T., Arvai, A. S., Mantha, A. K., Szczęsny, B., Ivanov, I. N., Hosfield, D. J., Maiti, B., et al. (2013) · Journal of Biological Chemistry · doi:10.1074/jbc.m112.422774 · Cited by 118 · see citing works
Redox Potential Control by Drug Binding to Cytochrome P450 3A4
Das, A., Grinkova, Y. V., & Sligar, S. G. (2007) · Journal of the American Chemical Society · doi:10.1021/ja074864x · Cited by 112 · see citing works
Exploring the Evolution of Novel Enzyme Functions within Structurally Defined Protein Superfamilies
Furnham, N., Sillitoe, I., Holliday, G. L., Cuff, A. L., Laskowski, R. A., Orengo, C. A., & Thornton, J. M. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002403 · Cited by 103 · see citing works
Self-citationCatalysing New Reactions during Evolution: Economy of Residues and Mechanism
Bartlett, G. J., Borkakoti, N., & Thornton, J. M. (2003) · Journal of Molecular Biology · doi:10.1016/s0022-2836(03)00734-4 · Cited by 100 · see citing works
Self-citationCupredoxins—A study of how proteins may evolve to use metals for bioenergetic processes
Choi, M., & Davidson, V. L. (2011) · Metallomics · doi:10.1039/c0mt00061b · Cited by 93 · see citing works
He, P., & Moran, G. R. (2011) · Journal of Inorganic Biochemistry · doi:10.1016/j.jinorgbio.2011.06.006 · Cited by 89 · see citing works
Sankaran, B., Bonnett, S. A., Shah, K., Gabriel, S. E., Reddy, R. R., SCHIMMEL, P. R., Rodionov, D. A., de Crécy‐Lagard, V., Helmann, J. D., Iwata‐Reuyl, D., et al. (2009) · Journal of Bacteriology · doi:10.1128/jb.00287-09 · Cited by 80 · see citing works
Metal-MACiE: a database of metals involved in biological catalysis
Andreini, C., Bertini, I., Cavallaro, G., Holliday, G. L., & Thornton, J. M. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp256 · Cited by 75 · see citing works
Self-citationNew Insights about Enzyme Evolution from Large Scale Studies of Sequence and Structure Relationships
Brown, S. D., & Babbitt, P. C. (2014) · Journal of Biological Chemistry · doi:10.1074/jbc.r114.569350 · Cited by 65 · see citing works
The evolution of enzyme function in the isomerases
Cuesta, S. M., Furnham, N., Rahman, S. A., Sillitoe, I., & Thornton, J. M. (2014) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2014.06.002 · Cited by 55 · see citing works
Self-citationFactors Controlling the Reactivity of Zinc Finger Cores
Lee, Y., & Lim, C. (2011) · Journal of the American Chemical Society · doi:10.1021/ja202165x · Cited by 55 · see citing works
Campos‐Bermudez, V. A., Leite, N. R., Krog, R., et al. (2007) · Biochemistry · doi:10.1021/bi7007245 · Cited by 54 · see citing works
PDBSprotEC: a Web-accessible database linking PDB chains to EC numbers via SwissProt
Martin, A. C. R. (2004) · Bioinformatics · doi:10.1093/bioinformatics/bth048 · Cited by 54 · see citing works
Furnham, N., Sillitoe, I., Holliday, G. L., Cuff, A. L., Rahman, S. A., Laskowski, R. A., Orengo, C. A., & Thornton, J. M. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr852 · Cited by 45 · see citing works
Self-citationSchilling, O., Vogel, A., Kostelecky, B., da Luz, H. N., Spemann, D., Späth, B., Marchfelder, A., Tröger, W., & Meyer‐Klaucke, W. (2004) · Biochemical Journal · doi:10.1042/bj20040773 · Cited by 42 · see citing works
Metal Content of Metallo-β-lactamase L1 Is Determined by the Bioavailability of Metal Ions
Hu, Z., Gunasekera, T. S., Spadafora, L. J., Bennett, B., & Crowder, M. W. (2008) · Biochemistry · doi:10.1021/bi8004768 · Cited by 41 · see citing works
Sparta, M., Valdez, C. E., & Alexandrova, A. N. (2013) · Journal of Molecular Biology · doi:10.1016/j.jmb.2013.05.001 · Cited by 41 · see citing works
Tanaka, Y. (2005) · The Journal of Biochemistry · doi:10.1093/jb/mvi120 · Cited by 40 · see citing works
Biological Inorganic Chemistry
Crichton, R. R. 1. (2018) · Elsevier eBooks · doi:10.1016/c2016-0-01804-1 · Cited by 36 · see citing works
MetalS3, a database-mining tool for the identification of structurally similar metal sites
Valasatava, Y., Rosato, A., Cavallaro, G., & Andreini, C. (2014) · JBIC Journal of Biological Inorganic Chemistry · doi:10.1007/s00775-014-1128-3 · Cited by 32 · see citing works
Self-citationStructural Basis of Biological Nitrile Reduction
Chikwana, V. M., Stec, B., Lee, B. W. K., et al. (2012) · Journal of Biological Chemistry · doi:10.1074/jbc.m112.388538 · Cited by 32 · see citing works
Andreini, C., Bertini, I., Cavallaro, G., Decaria, L., & Rosato, A. (2011) · Journal of Chemical Information and Modeling · doi:10.1021/ci100392q · Cited by 28 · see citing works
Self-citationThe characterization of a thermostable and cambialistic superoxide dismutase from Thermus filiformis
Mandelli, F., Cairo, J. P. L. F., Citadini, A. P., et al. (2013) · Letters in Applied Microbiology · doi:10.1111/lam.12071 · Cited by 27 · see citing works
Minimal Functional Sites in Metalloproteins and Their Usage in Structural Bioinformatics
Rosato, A., Valasatava, Y., & Andreini, C. (2016) · International Journal of Molecular Sciences · doi:10.3390/ijms17050671 · Cited by 18 · see citing works
Self-citationAndreini, C., Cavallaro, G., Rosato, A., & Valasatava, Y. (2013) · Journal of Chemical Information and Modeling · doi:10.1021/ci400459w · Cited by 16 · see citing works
Self-citationBiological inorganic chemistry
Weller, M. T., Rourke, J. P., Overton, T., & Armstrong, F. A. (2018) · Oxford University Press eBooks · doi:10.1093/hesc/9780198768128.003.0029 · Cited by 12 · see citing works
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- Authors
- Valasatava, Y., Rosato, A., Furnham, N., Thornton, J. M., & Andreini, C.
- Affiliations
- University of Florence (IT)
- London School of Hygiene & Tropical Medicine (GB)
- European Bioinformatics Institute (GB)
- Corresponding author
- Andreini, Claudia
- Venue
- Journal of Inorganic Biochemistry
- Publisher
- Elsevier BV
- Published
- 2018-02
- Volume
- 179
- Pages
- 40-53
- ISSN
- 0162-0134 (ISSN-L)
- PMC
- PMC5760197
- OpenAlex
- W2767581071
- Cited by
- 77
- References
- 69
- Citations by year
- 2026: 4 · 2025: 12 · 2024: 6 · 2023: 4 · 2022: 12 · 2021: 16 · 2020: 16 · 2019: 4 · 2018: 3
- FWCI
- 2.88
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of Inorganic Biochemistry (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- LSHTM Research Online (London School of Hygiene and Tropical Medicine) (acceptedVersion)
- Florence Research (University of Florence) (submittedVersion, other-oa)
- Funders
- European Commission (284209, MR/K020420/1)
- Medical Research Council (284209, MR/K020420/1)
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Enzyme Structure and Function
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Physical Sciences › Chemistry › Inorganic Chemistry › Metal-Catalyzed Oxygenation Mechanisms
- Keywords
- metalloenzymes, enzyme superfamilies, functional diversification, structural evolution, redox-active metal ions, metal binding sites
- MeSH terms
- Enzymes, Metals, Alkaline Earth, Oxidation-Reduction, Metals, Heavy, Evolution, Chemical, Catalytic Domain
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