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Applications of Bioinformatics to Protein Structures: How Protein Structure and Bioinformatics Overlap

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Part of the book series: Methods in Molecular Biology™ ((MIMB,volume 569))

Summary

In this chapter, we will focus on the role of bioinformatics to analyze a protein after its protein structure has been determined. First, we present how to validate protein structures for quality assurance. Then, we discuss how to analyze protein–protein interfaces and how to predict the biomolecule which is the biological oligomeric state of the protein. Finally, we discuss how to search for homologs based on the 3-D structure which is an essential step for understanding protein function.

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Notes

  1. 1.

    The Quality Control Check program was developed at the Joint Center for Structural Genomics (JCSG). If you use this tool in preparing a structure please acknowledge the JCSG.

References

  1. Berman, H. M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T. N., Weissig, H., Shindyalov, I. N., and Bourne, P. E. (2000) The Protein Data Bank, Nucleic Acids Res 28, 235–242.

    Article  PubMed  CAS  Google Scholar 

  2. Burley, S. K., Joachimiak, A., Montelione, G. T., and Wilson, I. A. (2008) Contributions to the NIH-NIGMS Protein Structure Initiative from the PSI Production Centers, Structure 16, 5–11.

    Article  PubMed  CAS  Google Scholar 

  3. Murshudov, G. N., Vagin, A. A., and Dodson, E. J. (1997) Refinement of macromolecular structures by the maximum-likelihood method, Acta Crystallogr Sect D Biol Crystallogr 53, 240–255.

    Article  CAS  Google Scholar 

  4. The CCP4 suite: programs for protein crystallography. (1994) Acta Crystallogr Sect D Biol Crystallogr 50, 760–763.

    Google Scholar 

  5. Davis, I. W., Leaver-Fay, A., Chen, V. B., Block, J. N., Kapral, G. J., Wang, X., Murray, L. W., Arendall, W. B., 3rd, Snoeyink, J., Richardson, J. S., and Richardson, D. C. (2007) MolProbity: all-atom contacts and structure validation for proteins and nucleic acids, Nucleic Acids Res 35, W375–W383.

    Article  PubMed  Google Scholar 

  6. Tickle, I. J., Laskowski, R. A., and Moss, D. S. (1998) Rfree and the Rfree ratio. I. Derivation of expected values of cross-validation residuals used in macromolecular least-squares refinement, Acta Crystallogr Sect D Biol Crystallogr 54, 547–557.

    Article  CAS  Google Scholar 

  7. Tickle, I. J., Laskowski, R. A., and Moss, D. S. (2000) Rfree and the Rfree ratio. II. Calculation of the expected values and variances of cross-validation statistics in macromolecular least-squares refinement, Acta Crystallogr Sect D Biol Crystallogr 56, 442–450.

    Article  CAS  Google Scholar 

  8. Kleywegt, G. J. (1997) Validation of protein models from Calpha coordinates alone, J Mol Biol 273, 371–376.

    Article  PubMed  CAS  Google Scholar 

  9. Chenna, R., Sugawara, H., Koike, T., Lopez, R., Gibson, T. J., Higgins, D. G., and Thompson, J. D. (2003) Multiple sequence alignment with the Clustal series of programs, Nucleic Acids Res 31, 3497–3500.

    Article  PubMed  CAS  Google Scholar 

  10. Krissinel, E., and Henrick, K. (2004) Secondary-structure matching (SSM), a new tool for fast protein structure alignment in three dimensions, Acta Crystallogr Sect D Biol Crystallogr 60, 2256–2268.

    Article  CAS  Google Scholar 

  11. Emsley, P., and Cowtan, K. (2004) Coot: model-building tools for molecular graphics, Acta Crystallogr Sect D Biol Crystallogr 60, 2126–2132.

    Article  Google Scholar 

  12. Feng, Z., Westbrook, J., and Berman, H. M. (1998) NUCheck, NDB-407, Rutgers University, New Brunswick, NJ.

    Google Scholar 

  13. Laskowski, R. A., MacArthur, M. W., Moss, D. S., and Thornton, J. M. (1993) PROCHECK: a program to check the stereochemical quality of protein structures, J Appl Crystallogr 26, 283–291.

    Article  CAS  Google Scholar 

  14. Vaguine, A. A., Richelle, J., and Wodak, S. J. (1999) SFCHECK: a unified set of procedures for evaluating the quality of macromolecular structure-factor data and their agreement with the atomic model, Acta Crystallogr Sect D Biol Crystallogr 55, 191–205.

    Article  CAS  Google Scholar 

  15. Terwilliger, T. C. (2000) Maximum-likelihood density modification, Acta Crystallogr Sect D Biol Crystallogr 56, 965–972.

    Article  CAS  Google Scholar 

  16. Krissinel, E., and Henrick, K. (2007) Inference of macromolecular assemblies from crystalline state, J Mol Biol 372, 774–797.

    Article  PubMed  CAS  Google Scholar 

  17. Henrick, K., and Thornton, J. M. (1998) PQS: a protein quaternary structure file server, Trends Biochem Sci 23, 358–361.

    Article  PubMed  CAS  Google Scholar 

  18. Ponstingl, H., Kabir, T., and Thornton, J. M. (2003) Automatic inference of protein quaternary structure from crystals, J Appl Crystallogr 36, 1116–1122.

    Article  CAS  Google Scholar 

  19. Camacho, C. J., and Zhang, C. (2005) FastContact: rapid estimate of contact and binding free energies, Bioinformatics 21, 2534–2536.

    Article  PubMed  CAS  Google Scholar 

  20. Negi, S. S., Schein, C. H., Oezguen, N., Power, T. D., and Braun, W. (2007) InterProSurf: a web server for predicting interacting sites on protein surfaces, Bioinformatics 23, 3397–3399.

    Article  PubMed  CAS  Google Scholar 

  21. Tina, K. G., Bhadra, R., and Srinivasan, N. (2007) PIC: Protein Interactions Calculator, Nucleic Acids Res 35, W473–W476.

    Article  PubMed  CAS  Google Scholar 

  22. Jones, S., and Thornton, J. M. (1996) Principles of protein-protein interactions, Proc Natl Acad Sci USA 93, 13–20.

    Article  PubMed  CAS  Google Scholar 

  23. Saha, R. P., Bahadur, R. P., Pal, A., Mandal, S., and Chakrabarti, P. (2006) ProFace: a server for the analysis of the physicochemical features of protein-protein interfaces, BMC Struct Biol 6, 11.

    Article  PubMed  Google Scholar 

  24. Porollo, A., and Meller, J. (2007) Prediction-based fingerprints of protein-protein interactions, Proteins 66, 630–645.

    Article  PubMed  CAS  Google Scholar 

  25. Han, G. W., Schwarzenbacher, R., Page, R., Jaroszewski, L., Abdubek, P., Ambing, E., Biorac, T., Canaves, J. M., Chiu, H. J., Dai, X., Deacon, A. M., DiDonato, M., Elsliger, M. A., Godzik, A., Grittini, C., Grzechnik, S. K., Hale, J., Hampton, E., Haugen, J., Hornsby, M., Klock, H. E., Koesema, E., Kreusch, A., Kuhn, P., Lesley, S. A., Levin, I., McMullan, D., McPhillips, T. M., Miller, M. D., Morse, A., Moy, K., Nigoghossian, E., Ouyang, J., Paulsen, J., Quijano, K., Reyes, R., Sims, E., Spraggon, G., Stevens, R. C., van den Bedem, H., Velasquez, J., Vincent, J., von Delft, F., Wang, X., West, B., White, A., Wolf, G., Xu, Q., Zagnitko, O., Hodgson, K. O., Wooley, J., and Wilson, I. A. (2005) Crystal structure of an alanine-glyoxylate aminotransferase from Anabaena sp. at 1.70 Å resolution reveals a noncovalently linked PLP cofactor, Proteins 58, 971–975.

    Article  PubMed  CAS  Google Scholar 

  26. Han, G. W., Schwarzenbacher, R., McMullan, D., Abdubek, P., Ambing, E., Axelrod, H., Biorac, T., Canaves, J. M., Chiu, H. J., Dai, X., Deacon, A. M., DiDonato, M., Elsliger, M. A., Godzik, A., Grittini, C., Grzechnik, S. K., Hale, J., Hampton, E., Haugen, J., Hornsby, M., Jaroszewski, L., Klock, H. E., Koesema, E., Kreusch, A., Kuhn, P., Lesley, S. A., McPhillips, T. M., Miller, M. D., Moy, K., Nigoghossian, E., Paulsen, J., Quijano, K., Reyes, R., Spraggon, G., Stevens, R. C., van den Bedem, H., Velasquez, J., Vincent, J., White, A., Wolf, G., Xu, Q., Hodgson, K. O., Wooley, J., and Wilson, I. A. (2005) Crystal structure of an Apo mRNA decapping enzyme (DcpS) from Mouse at 1.83 Å resolution, Proteins 60, 797–802.

    Article  PubMed  CAS  Google Scholar 

  27. Mathews, I. I, McMullan, D., Miller, M. D., Canaves, J. M., Elsliger, M. A., Floyd, R., Grzechnik, S. K., Jaroszewski, L., Klock, H. E., Koesema, E., Kovarik, J. S., Kreusch, A., Kuhn, P., McPhillips, T. M., Morse, A. T., Quijano, K., Rife, C. L., Schwarzenbacher, R., Spraggon, G., Stevens, R. C., van den Bedem, H., Weekes, D., Wolf, G., Hodgson, K. O., Wooley, J., Deacon, A. M., Godzik, A., Lesley, S. A., and Wilson, I. A. (2007) Crystal structure of 2-keto-3-deoxygluconate kinase (TM0067) from Thermotoga maritima at 2.05 Å resolution, Proteins 70, 603–608.

    Article  Google Scholar 

  28. Kim, S. H., Shin, D. H., Choi, I. G., Schulze-Gahmen, U., Chen, S., and Kim, R. (2003) Structure-based functional inference in structural genomics, J Struct Funct Genomics 4, 129–135.

    Article  PubMed  CAS  Google Scholar 

  29. Holm, L., and Sander, C. (1996) Alignment of three-dimensional protein structures: network server for database searching, Methods Enzymol 266, 653–662.

    Article  PubMed  CAS  Google Scholar 

  30. Martin, A. C. (2000) The ups and downs of protein topology; rapid comparison of protein structure, Protein Eng 13, 829–837.

    Article  PubMed  CAS  Google Scholar 

  31. Gibrat, J. F., Madej, T., and Bryant, S. H. (1996) Surprising similarities in structure comparison, Curr Opin Struct Biol 6, 377–385.

    Article  PubMed  CAS  Google Scholar 

  32. Crowley, C., Sawaya, M. R., and Yeates, T. O. Crystal structure of PduU from the ethanolamine microcompartment of Salmonella, In Preparation.

    Google Scholar 

  33. Kerfeld, C. A., Sawaya, M. R., Tanaka, S., Nguyen, C. V., Phillips, M., Beeby, M., and Yeates, T. O. (2005) Protein structures forming the shell of primitive bacterial organelles, Science 309, 936–938.

    Article  PubMed  CAS  Google Scholar 

  34. Kawabata, T. (2003) MATRAS: a program for protein 3D structure comparison, Nucleic Acids Res 31, 3367–3369.

    Article  PubMed  CAS  Google Scholar 

  35. Ye, Y., and Godzik, A. (2004) FATCAT: a web server for flexible structure comparison and structure similarity searching, Nucleic Acids Res 32, W582–W585.

    Article  PubMed  CAS  Google Scholar 

  36. Shindyalov, I. N., and Bourne, P. E. (1998) Protein structure alignment by incremental combinatorial extension (CE) of the optimal path, Protein Eng 11, 739–747.

    Article  PubMed  CAS  Google Scholar 

  37. Gaspari, Z., Vlahovicek, K., and Pongor, S. (2005) Efficient recognition of folds in protein 3D structures by the improved PRIDE algorithm, Bioinformatics 21, 3322–3323.

    Article  PubMed  CAS  Google Scholar 

  38. Shyu, C. R., Chi, P. H., Scott, G., and Xu, D. (2004) ProteinDBS: a real-time retrieval system for protein structure comparison, Nucleic Acids Res 32, W572–W575.

    Article  PubMed  CAS  Google Scholar 

  39. Pearl, F. M., Bennett, C. F., Bray, J. E., Harrison, A. P., Martin, N., Shepherd, A., Sillitoe, I., Thornton, J., and Orengo, C. A. (2003) The CATH database: an extended protein family resource for structural and functional genomics, Nucleic Acids Res 31, 452–455.

    Article  PubMed  CAS  Google Scholar 

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Acknowledgment

G.W.H. and C.R. are affiliated with the JCSG, which is supported by the National Institute of General Medical Sciences, Protein Structure Initiative; Grant Numbers P50 GM62411, U54 GM074898. M.R.S. is supported by the Howard Hughes Medical Institute. We thank Ian Wilson, Anand Kolatkar, and Robyn Stanfield for their comments on this chapter. We also thank Lisa Van Veen for technical assistance. This is TSRI manuscript number 19238. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institute of General Medical Sciences or the National Institutes of Health.

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Han, G.W., Rife, C., Sawaya, M.R. (2009). Applications of Bioinformatics to Protein Structures: How Protein Structure and Bioinformatics Overlap. In: Astakhov, V. (eds) Biomedical Informatics. Methods in Molecular Biology™, vol 569. Humana Press, Totowa, NJ. https://doi.org/10.1007/978-1-59745-524-4_8

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  • DOI: https://doi.org/10.1007/978-1-59745-524-4_8

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  • Publisher Name: Humana Press, Totowa, NJ

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