Warianty tytułu
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Abstrakty
À complex, cascaded neural network designed to predict the secondary structure of globular proteins has been developed. Information about the local buried-unburied pattern and the average tendency of the particular types of amino acids to be buried inside the globule were used. Nonspecific information about long distance contact maps was also employed. These modifications result in a noticeable improvement (3 - 9%) of prediction accuracy. The best result for the average success ratio for the testing set of nonhomologous proteins was 68.3% (with corresponding Matthews' coefficients, C
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Opis fizyczny
p.369-392,fig.
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autor
- The Scripps Research Institute, La Jolla, California 92037, USA
autor
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autor
Bibliografia
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- 6. Skolnick, J. & KoliAski, A. (1989) Computer Simulation of a Globular Protein Folding and Tertiary Structure. Annu. Rev. Phys. Chem., 40,207 - 235,
- 7. Skolnick, J. & Koliriski, A. (1990) Simulation of the Folding of Globular Protein. Science, 250,1121 - 1125.
- 8. Schultz, G. E, & Shrimer, R. A, (1979) Principles of Protein Structure. Springer Verlag, New York.
- 9. Periti, P. F. (1974) Bayesian Approach to the Recognition of Discrete Patterns with an Application to a Problem of Protein Molecular Structure. Bull. 'Chem. Farm., 113, 187 - 218.
- 10. Poland, D. & Sheraga, H, A. (1970) Theory of Helix-Coil Transition in Biopolymers. Academic Press, New York.
- 11. Gamier, J., Ostgusthorpe, D. & Robson, B. (1978) Analysis of the Accuracy and Implications of Simple Methods for Predicting the Secondary Structure of Globular Proteins. J. Mol. Biol, 120,97 -120.
- 12. Chou, P. & Fasman, G. (1974) Conformational Parameters for Amino Acids in Helical, Beta-Sheet and Random Coil Regions Calculated from Proteins, biochemistry, 13,211 - 222.
- 13. Lim, V. I. (1974) Structural Principles of the Globular Organization ofProtein Chains. A Stereochemical Theory of Globular Protein Secondary Structure. J. Mol Biol, 88, 857 - 872.
- 14. Qian, N. & Sejnowski, T. J. (1988) Predicting the Secondary Structure of Globular Proteins Using Neural Network Models. J. Mol Biol., 202, 865 - 884.
- 15. Holley, L. H. & Karplus, M. (1989) Protein Secondary Structure Prediction with a Neural Network. Proc. Natl, Acad. Sei., U.SA., 86,152 -156.
- 16. Kneller, D. G., Cohen, F. E. & Landridge, R. (1990) Improvements in Protein Secondary Structure Prediction by an Enhanced Neural Network. J. Mol Biol, 214,171 - 182.
- 17. McGregor, M. J., Floras, T. P. & Sternberg, M. J. (1989) Prediction of ß-turns in Proteins using Neural Network. Prot. Eng., 2(7), 521 - 526.
- 18. Bohr, H., Bohr, J., Bnmak, S., Cotterill, R. M., Lautrup, B., Norskov, L., Olsen, O. H. & Petersen, S. B. (1988) Protein Secondary Structure and Homology by Neural Networks -The a-Helices in Rhodopsin. FEBS Lett., 241,223 - 228.
- 19. Holbrook, S. R., Muskal, S. M. & Kim, S. H. (1990) Predicting surface exposure of amino acids form protein sequence. Protein Eng., 3,659 - 665.
- 20. Vieth, M. & Kolifiski, A. (1991) Prediction of Protein Secondary Structure by an Enhanced Neural Network. Acta Biochim. Polon., 38,335 - 351.
- 21. Rumelhart, D. E., Hinton, G. E. & Williams, R. J. (1986) in Parallel Distributed Processing. Vol 1, pp. 318 - 362, MIT Press, Cambridge, MA.
- 22. Ilobohm, U., Scharf, M., Schneider, R. & Sander, C. (1992) Selection of representative protein data sets. Protein Science, 1,409 - 417.
- 23. Bernstein, C., Koetzle, T. F., Williams, G. J. B., Meyer, E. F., Brice, M. D., Rodgers, J. R., Kennard, O., Shimanouchi, T. & Tasumi, M. (1977) The Protein Data Bank: A Computer-based Archival File for Macromolecular Structures. J. Mol Biol, 112, 535 - 542.
- 24. Frommel, C. (1984) The Apolar Surface Area of Amino Acids and Its Empirical Correlation with Hydrophobic Free Energy. J. Mol Biol, 111, 247 - 260.
- 25. Comette, J. L., Cease, K. B., Margalit, H., Spouge, J. L., Berzofsky, J. A. & DeLisi, C. (1987) Hydrophobicity Scales and Computational Techniques for Amphipathic Structures in Proteins. J. Mol Biol., 195,659 - 685.
- 26. Matthews, B. W. (1975) Comparison of the Predicted and Observed Secondary Structure of T4 Phage Lysozyme. Biochim. Biophys. Acta, 405,442 - 451.
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Typ dokumentu
Bibliografia
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