Abstract
In this paper, an efficient searching algorithm, namely intergeneration projection micro genetic algorithm (IP-μGA) is introduced to search the three dimensional protein conformations. A bond rotation model is developed, in which variables are the dihedral angles along peptide main chain. The root mean square deviation (RMSD) is adopted as the fitness function in the searching process and the template protein structures in protein data bank (PDB) are used for comparison. The results of 3D peptide structures of examples show the effectiveness of present method.
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References
Chan, H. S., Dill, K. A. Physis Today. 46, (1993) 24–32.
Bryngelson J., Onuchic J., Socci N., Wolynes P., Funnels, Pathways and the Energy Landscape of Protein Folding: A Synthesis, Prot. Struct. Funct. Genet. 213 (1995)167–195
Brooks, C. L. III & Case, D. A. Chemical Reviews. 93, (1993) 2487–2502.
Shakhnovich E., Farztdinov G., A. M. Gutin, M. Karplus, Protein Folding Bottlenecks: A Lattice Monte Carlo Simulation, Phys. Rev. Lett. 67 (1991) 1665
Unger, R., Moult, J. J. Mol. Biol. 231, (1993) 75–81.
Alexander Y.C. Yap, Irena Cosic, Comparison of a Genetic Algorithm versus Anealing for Predicting a Tertiary Structure of Peptide Chain, Proceedings of The Inaugural Conference of the Victorian Chapter of the IEEE Engineering in Medicine and Biology Society, Victoria, Australia. February 22–23, 1999
Holland J. Adaptation in Natural and Artificial Systems, MIT Press, (1994)
Patton A., Punch W., Goodman E., A Standard GA Approach to Native Protein Conformation Prediction, Proc. Sixth Int. Conf. Gen. Algo. (ed. L. Eshelman), (1995) 574
Krishnakumar K., Micro-Genetic Algorithm for stationary and non-stationary function optimization, SPIE: Intelligent Control and Adaptive System, Philadelphia, PA. Vol. 1196, (1989)
Xu Y. G., Liu G. R., Wu Z. P., A Novel Hybrid Genetic Algorithm Using Local Optimizer Based on Heuristic Pattern Move, Applied Artificial Intelligence, Vol. 15(7), (2001) 601–631
Yang Z. L., Liu G.R. and Lam K.Y., A modified genetic algorithm with local and global search techniques, The Third International Conference on Bioinformatics of Genome Regulation and Structure (BGRS’2002), Novosibirsk, Russia, July 14–20, (2002) 190
Fasman G. (editor), Prediction of Protein Structure and the Principles of Protein Conformation, Plenum, (1990)
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Yang, Z., Liu, G. (2003). 3D Protein Peptide Chain Search Using an Improved Genetic Algorithm. In: Kumar, V., Gavrilova, M.L., Tan, C.J.K., L’Ecuyer, P. (eds) Computational Science and Its Applications — ICCSA 2003. ICCSA 2003. Lecture Notes in Computer Science, vol 2667. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44839-X_35
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DOI: https://doi.org/10.1007/3-540-44839-X_35
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