Skip to main content
Protein Science : A Publication of the Protein Society logoLink to Protein Science : A Publication of the Protein Society
. 1997 Nov;6(11):2308–2323. doi: 10.1002/pro.5560061104

TESS: a geometric hashing algorithm for deriving 3D coordinate templates for searching structural databases. Application to enzyme active sites.

A C Wallace 1, N Borkakoti 1, J M Thornton 1
PMCID: PMC2143595  PMID: 9385633

Abstract

It is well established that sequence templates such as those in the PROSITE and PRINTS databases are powerful tools for predicting the biological function and tertiary structure for newly derived protein sequences. The number of X-ray and NMR protein structures is increasing rapidly and it is apparent that a 3D equivalent of the sequence templates is needed. Here, we describe an algorithm called TESS that automatically derives 3D templates from structures deposited in the Brookhaven Protein Data Bank. While a new sequence can be searched for sequence patterns, a new structure can be scanned against these 3D templates to identify functional sites. As examples, 3D templates are derived for enzymes with an O-His-O "catalytic triad" and for the ribonucleases and lysozymes. When these 3D templates are applied to a large data set of nonidentical proteins, several interesting hits are located. This suggests that the development of a 3D template database may help to identify the function of new protein structures, if unknown, as well as to design proteins with specific functions.

Full Text

The Full Text of this article is available as a PDF (10.4 MB).

Selected References

These references are in PubMed. This may not be the complete list of references from this article.

  1. Alber T., Sun D. P., Nye J. A., Muchmore D. C., Matthews B. W. Temperature-sensitive mutations of bacteriophage T4 lysozyme occur at sites with low mobility and low solvent accessibility in the folded protein. Biochemistry. 1987 Jun 30;26(13):3754–3758. doi: 10.1021/bi00387a002. [DOI] [PubMed] [Google Scholar]
  2. Altschul S. F., Gish W., Miller W., Myers E. W., Lipman D. J. Basic local alignment search tool. J Mol Biol. 1990 Oct 5;215(3):403–410. doi: 10.1016/S0022-2836(05)80360-2. [DOI] [PubMed] [Google Scholar]
  3. Arni R. K., Pal G. P., Ravichandran K. G., Tulinsky A., Walz F. G., Jr, Metcalf P. Three-dimensional structure of Gln25-ribonuclease T1 at 1.84-A resolution: structural variations at the base recognition and catalytic sites. Biochemistry. 1992 Mar 31;31(12):3126–3135. doi: 10.1021/bi00127a013. [DOI] [PubMed] [Google Scholar]
  4. Artymiuk P. J., Poirrette A. R., Grindley H. M., Rice D. W., Willett P. A graph-theoretic approach to the identification of three-dimensional patterns of amino acid side-chains in protein structures. J Mol Biol. 1994 Oct 21;243(2):327–344. doi: 10.1006/jmbi.1994.1657. [DOI] [PubMed] [Google Scholar]
  5. Bairoch A., Bucher P. PROSITE: recent developments. Nucleic Acids Res. 1994 Sep;22(17):3583–3589. [PMC free article] [PubMed] [Google Scholar]
  6. Bernstein F. C., Koetzle T. F., Williams G. J., Meyer E. F., Jr, Brice M. D., Rodgers J. R., Kennard O., Shimanouchi T., Tasumi M. The Protein Data Bank: a computer-based archival file for macromolecular structures. J Mol Biol. 1977 May 25;112(3):535–542. doi: 10.1016/s0022-2836(77)80200-3. [DOI] [PubMed] [Google Scholar]
  7. Bewley M. C., Boustead C. M., Walker J. H., Waller D. A., Huber R. Structure of chicken annexin V at 2.25-A resolution. Biochemistry. 1993 Apr 20;32(15):3923–3929. doi: 10.1021/bi00066a011. [DOI] [PubMed] [Google Scholar]
  8. Blake C. C., Koenig D. F., Mair G. A., North A. C., Phillips D. C., Sarma V. R. Structure of hen egg-white lysozyme. A three-dimensional Fourier synthesis at 2 Angstrom resolution. Nature. 1965 May 22;206(4986):757–761. doi: 10.1038/206757a0. [DOI] [PubMed] [Google Scholar]
  9. Bleasby A. J., Akrigg D., Attwood T. K. OWL--a non-redundant composite protein sequence database. Nucleic Acids Res. 1994 Sep;22(17):3574–3577. [PMC free article] [PubMed] [Google Scholar]
  10. Blow D. M., Birktoft J. J., Hartley B. S. Role of a buried acid group in the mechanism of action of chymotrypsin. Nature. 1969 Jan 25;221(5178):337–340. doi: 10.1038/221337a0. [DOI] [PubMed] [Google Scholar]
  11. Boel E., Brady L., Brzozowski A. M., Derewenda Z., Dodson G. G., Jensen V. J., Petersen S. B., Swift H., Thim L., Woldike H. F. Calcium binding in alpha-amylases: an X-ray diffraction study at 2.1-A resolution of two enzymes from Aspergillus. Biochemistry. 1990 Jul 3;29(26):6244–6249. doi: 10.1021/bi00478a019. [DOI] [PubMed] [Google Scholar]
  12. Bone R., Fujishige A., Kettner C. A., Agard D. A. Structural basis for broad specificity in alpha-lytic protease mutants. Biochemistry. 1991 Oct 29;30(43):10388–10398. doi: 10.1021/bi00107a005. [DOI] [PubMed] [Google Scholar]
  13. Brady L., Brzozowski A. M., Derewenda Z. S., Dodson E., Dodson G., Tolley S., Turkenburg J. P., Christiansen L., Huge-Jensen B., Norskov L. A serine protease triad forms the catalytic centre of a triacylglycerol lipase. Nature. 1990 Feb 22;343(6260):767–770. doi: 10.1038/343767a0. [DOI] [PubMed] [Google Scholar]
  14. CRESTFIELD A. M., STEIN W. H., MOORE S. Alkylation and identification of the histidine residues at the active site of ribonuclease. J Biol Chem. 1963 Jul;238:2413–2419. [PubMed] [Google Scholar]
  15. Drenth J., Jansonius J. N., Koekoek R., Swen H. M., Wolthers B. G. Structure of papain. Nature. 1968 Jun 8;218(5145):929–932. doi: 10.1038/218929a0. [DOI] [PubMed] [Google Scholar]
  16. Fischer D., Wolfson H., Lin S. L., Nussinov R. Three-dimensional, sequence order-independent structural comparison of a serine protease against the crystallographic database reveals active site similarities: potential implications to evolution and to protein folding. Protein Sci. 1994 May;3(5):769–778. doi: 10.1002/pro.5560030506. [DOI] [PMC free article] [PubMed] [Google Scholar]
  17. Fischmann T. O., Bentley G. A., Bhat T. N., Boulot G., Mariuzza R. A., Phillips S. E., Tello D., Poljak R. J. Crystallographic refinement of the three-dimensional structure of the FabD1.3-lysozyme complex at 2.5-A resolution. J Biol Chem. 1991 Jul 15;266(20):12915–12920. [PubMed] [Google Scholar]
  18. Glusker J. P. Structural aspects of metal liganding to functional groups in proteins. Adv Protein Chem. 1991;42:1–76. doi: 10.1016/s0065-3233(08)60534-3. [DOI] [PubMed] [Google Scholar]
  19. Grochulski P., Li Y., Schrag J. D., Bouthillier F., Smith P., Harrison D., Rubin B., Cygler M. Insights into interfacial activation from an open structure of Candida rugosa lipase. J Biol Chem. 1993 Jun 15;268(17):12843–12847. [PubMed] [Google Scholar]
  20. Harata K., Muraki M., Jigami Y. Role of Arg115 in the catalytic action of human lysozyme. X-ray structure of His115 and Glu115 mutants. J Mol Biol. 1993 Oct 5;233(3):524–535. doi: 10.1006/jmbi.1993.1529. [DOI] [PubMed] [Google Scholar]
  21. Holm L., Sander C. Protein structure comparison by alignment of distance matrices. J Mol Biol. 1993 Sep 5;233(1):123–138. doi: 10.1006/jmbi.1993.1489. [DOI] [PubMed] [Google Scholar]
  22. Hutchinson E. G., Thornton J. M. PROMOTIF--a program to identify and analyze structural motifs in proteins. Protein Sci. 1996 Feb;5(2):212–220. doi: 10.1002/pro.5560050204. [DOI] [PMC free article] [PubMed] [Google Scholar]
  23. Johnson L. N., Phillips D. C. Structure of some crystalline lysozyme-inhibitor complexes determined by X-ray analysis at 6 Angstrom resolution. Nature. 1965 May 22;206(4986):761–763. doi: 10.1038/206761a0. [DOI] [PubMed] [Google Scholar]
  24. Lawson C. L., van Montfort R., Strokopytov B., Rozeboom H. J., Kalk K. H., de Vries G. E., Penninga D., Dijkhuizen L., Dijkstra B. W. Nucleotide sequence and X-ray structure of cyclodextrin glycosyltransferase from Bacillus circulans strain 251 in a maltose-dependent crystal form. J Mol Biol. 1994 Feb 18;236(2):590–600. doi: 10.1006/jmbi.1994.1168. [DOI] [PubMed] [Google Scholar]
  25. Lemer C. M., Rooman M. J., Wodak S. J. Protein structure prediction by threading methods: evaluation of current techniques. Proteins. 1995 Nov;23(3):337–355. doi: 10.1002/prot.340230308. [DOI] [PubMed] [Google Scholar]
  26. Lenz A., Heinemann U., Maslowska M., Saenger W. X-ray analysis of cubic crystals of the complex formed between ribonuclease T1 and guanosine-3',5'-bisphosphate. Acta Crystallogr B. 1991 Aug 1;47(Pt 4):521–527. doi: 10.1107/s0108768191001684. [DOI] [PubMed] [Google Scholar]
  27. Lundqvist T., Schneider G. Crystal structure of the complex of ribulose-1,5-bisphosphate carboxylase and a transition state analogue, 2-carboxy-D-arabinitol 1,5-bisphosphate. J Biol Chem. 1989 Apr 25;264(12):7078–7083. [PubMed] [Google Scholar]
  28. Matthews B. W., Remington S. J. The three dimensional structure of the lysozyme from bacteriophage T4. Proc Natl Acad Sci U S A. 1974 Oct;71(10):4178–4182. doi: 10.1073/pnas.71.10.4178. [DOI] [PMC free article] [PubMed] [Google Scholar]
  29. Matthews B. W., Rossmann M. G. Comparison of protein structures. Methods Enzymol. 1985;115:397–420. doi: 10.1016/0076-6879(85)15029-9. [DOI] [PubMed] [Google Scholar]
  30. Mitchell E. M., Artymiuk P. J., Rice D. W., Willett P. Use of techniques derived from graph theory to compare secondary structure motifs in proteins. J Mol Biol. 1990 Mar 5;212(1):151–166. doi: 10.1016/0022-2836(90)90312-A. [DOI] [PubMed] [Google Scholar]
  31. Murzin A. G., Brenner S. E., Hubbard T., Chothia C. SCOP: a structural classification of proteins database for the investigation of sequences and structures. J Mol Biol. 1995 Apr 7;247(4):536–540. doi: 10.1006/jmbi.1995.0159. [DOI] [PubMed] [Google Scholar]
  32. Ollis D. L., Cheah E., Cygler M., Dijkstra B., Frolow F., Franken S. M., Harel M., Remington S. J., Silman I., Schrag J. The alpha/beta hydrolase fold. Protein Eng. 1992 Apr;5(3):197–211. doi: 10.1093/protein/5.3.197. [DOI] [PubMed] [Google Scholar]
  33. Orengo C. A., Flores T. P., Taylor W. R., Thornton J. M. Identification and classification of protein fold families. Protein Eng. 1993 Jul;6(5):485–500. doi: 10.1093/protein/6.5.485. [DOI] [PubMed] [Google Scholar]
  34. Parry N., Fox G., Rowlands D., Brown F., Fry E., Acharya R., Logan D., Stuart D. Structural and serological evidence for a novel mechanism of antigenic variation in foot-and-mouth disease virus. Nature. 1990 Oct 11;347(6293):569–572. doi: 10.1038/347569a0. [DOI] [PubMed] [Google Scholar]
  35. Phillips D. C. The three-dimensional structure of an enzyme molecule. Sci Am. 1966 Nov;215(5):78–90. doi: 10.1038/scientificamerican1166-78. [DOI] [PubMed] [Google Scholar]
  36. Remington S. J., Matthews B. W. A general method to assess similarity of protein structures, with applications to T4 bacteriophage lysozyme. Proc Natl Acad Sci U S A. 1978 May;75(5):2180–2184. doi: 10.1073/pnas.75.5.2180. [DOI] [PMC free article] [PubMed] [Google Scholar]
  37. Schneider G., Lindqvist Y., Lundqvist T. Crystallographic refinement and structure of ribulose-1,5-bisphosphate carboxylase from Rhodospirillum rubrum at 1.7 A resolution. J Mol Biol. 1990 Feb 20;211(4):989–1008. doi: 10.1016/0022-2836(90)90088-4. [DOI] [PubMed] [Google Scholar]
  38. Sheriff S., Silverton E. W., Padlan E. A., Cohen G. H., Smith-Gill S. J., Finzel B. C., Davies D. R. Three-dimensional structure of an antibody-antigen complex. Proc Natl Acad Sci U S A. 1987 Nov;84(22):8075–8079. doi: 10.1073/pnas.84.22.8075. [DOI] [PMC free article] [PubMed] [Google Scholar]
  39. Sussman J. L., Harel M., Frolow F., Oefner C., Goldman A., Toker L., Silman I. Atomic structure of acetylcholinesterase from Torpedo californica: a prototypic acetylcholine-binding protein. Science. 1991 Aug 23;253(5022):872–879. doi: 10.1126/science.1678899. [DOI] [PubMed] [Google Scholar]
  40. Thayer M. M., Flaherty K. M., McKay D. B. Three-dimensional structure of the elastase of Pseudomonas aeruginosa at 1.5-A resolution. J Biol Chem. 1991 Feb 15;266(5):2864–2871. doi: 10.2210/pdb1ezm/pdb. [DOI] [PubMed] [Google Scholar]
  41. Timkovich R., Dickerson R. E. The structure of Paracoccus denitrificans cytochrome c550. J Biol Chem. 1976 Jul 10;251(13):4033–4046. doi: 10.2210/pdb155c/pdb. [DOI] [PubMed] [Google Scholar]
  42. Tsuge H., Ago H., Noma M., Nitta K., Sugai S., Miyano M. Crystallographic studies of a calcium binding lysozyme from equine milk at 2.5 A resolution. J Biochem. 1992 Feb;111(2):141–143. doi: 10.1093/oxfordjournals.jbchem.a123727. [DOI] [PubMed] [Google Scholar]
  43. Varadarajan R., Richards F. M. Crystallographic structures of ribonuclease S variants with nonpolar substitution at position 13: packing and cavities. Biochemistry. 1992 Dec 15;31(49):12315–12327. doi: 10.1021/bi00164a005. [DOI] [PubMed] [Google Scholar]
  44. Weaver L. H., Grütter M. G., Matthews B. W. The refined structures of goose lysozyme and its complex with a bound trisaccharide show that the "goose-type" lysozymes lack a catalytic aspartate residue. J Mol Biol. 1995 Jan 6;245(1):54–68. doi: 10.1016/s0022-2836(95)80038-7. [DOI] [PubMed] [Google Scholar]
  45. Weaver L. H., Matthews B. W. Structure of bacteriophage T4 lysozyme refined at 1.7 A resolution. J Mol Biol. 1987 Jan 5;193(1):189–199. doi: 10.1016/0022-2836(87)90636-x. [DOI] [PubMed] [Google Scholar]
  46. Wei Y., Schottel J. L., Derewenda U., Swenson L., Patkar S., Derewenda Z. S. A novel variant of the catalytic triad in the Streptomyces scabies esterase. Nat Struct Biol. 1995 Mar;2(3):218–223. doi: 10.1038/nsb0395-218. [DOI] [PubMed] [Google Scholar]
  47. Wright C. S., Alden R. A., Kraut J. Structure of subtilisin BPN' at 2.5 angström resolution. Nature. 1969 Jan 18;221(5177):235–242. doi: 10.1038/221235a0. [DOI] [PubMed] [Google Scholar]
  48. Zegers I., Verhelst P., Choe H. W., Steyaert J., Heinemann U., Saenger W., Wyns L. Role of histidine-40 in ribonuclease T1 catalysis: three-dimensionalstructures of the partially active His40Lys mutant. Biochemistry. 1992 Nov 24;31(46):11317–11325. doi: 10.1021/bi00161a009. [DOI] [PubMed] [Google Scholar]
  49. deMel V. S., Martin P. D., Doscher M. S., Edwards B. F. Structural changes that accompany the reduced catalytic efficiency of two semisynthetic ribonuclease analogs. J Biol Chem. 1992 Jan 5;267(1):247–256. [PubMed] [Google Scholar]

Articles from Protein Science : A Publication of the Protein Society are provided here courtesy of The Protein Society

RESOURCES