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Protein type specific amino acid substitution models for influenza viruses Nguyễn Văn Sáu Trường Đại học Công nghệ Luận văn Thạc sĩ ngành: Khoa học máy tính; Mã số: 60 48 01 Người hướng dẫn: TS Lê Sỹ Vinh Năm bảo vệ: 2012 Keywords Khoa học máy tính; Mơ hình liệu; Amino acid; Mơ hình dự tốn Content ACKNOWLEDGMENTS I LIST OF FIGURES LIST OF TABLES NOTATIONS/ABBREVIATIONS ORIGINALITY STATEMENT ABSTRACT CHAPTER OVERVIEW 1.1 Motivation 1.2 Organization of this thesis CHAPTER AMINO ACID SUBSTITUTION MODELS 2.1Amino acid sequences 2.2 Amino-acid substitution models 10 CHAPTER METHODS TO ESTIMATE MODELS 13 4.1 Methods 13 4.1.1 Counting methods 13 4.1.2 Maximum likelihood methods 14 4.2 Protein type specific amino acid substitution models estimation 17 CHAPTER DATA PREPARATION 21 3.1 Collecting data 21 3.2 Categorizing data 23 3.3 Splitting data 27 3.4 Aligning data 28 CHAPTER RESULTS 29 CHAPTER SUMMARY AND CONCLUSION 34 APPENDIX 35 BIBLIOGRAPHY 36 References Adachi, Jun and Hasegawa, Masami, 1996 Model of Amino Acid Substitution in Proteins Encoded by Mitochondrial DNA J Mol Evol., pp 459-468 Bao Y, Bolotov P, Dernovoy D, Kiryutin B, Zaslavsky L, Tatusova T, Ostell J, Lipman D, 2008 The Influenza Virus Resource at the National Center for Biotechnology Information J Virol, Volume 82, pp 596-601 Brown, T., 2002 Genomes Oxford: BIOS Scientific Publishers Ltd Castresana, J., 2000 Selection of conserved blocks from multiple alignments for their use in phylogenetic analysis Molecular Biology and Evolution, Volume 17, pp 540-552 Churchill GA, Haeseler AV, Navidi WC, 1992 Sample Size for Phylogenetic Inference Mol Biol Evol, Volume 9, pp 753-769 Cuong Cao Dang, Quang Si Le, Olivier Gascuel and Vinh Sy Le, 2010 FLU, an amino acid substitution model for influenza proteins BMC Evolutionary Biology, Volume 10, pp 99 D.T Jones, W.R Taylor, J.M Thornton, 1994 A mutation data matrix for transmembrane proteins FEBSLetters, Volume 339, pp 269-275 Daniel A Janies, Andrew Hill, Rob Guralnick, Farhat Habib, Eric Waltari, Ward C Wheeler, 2007 Genomic Analysis and Geographic Visualization of the Spread of Avian Influenza (H5N1) Systematic Biology, Volume 56, pp 321-329 David C Nickle, Laura Heath, Mark A Jensen, Peter B Gilbert, James I Mullins, and Sergei L Kosakovsky Pond, 2007 HIV-Specific Probabilistic Models of Protein Evolution PLoS ONE, Volume 2, pp 503 Dayhoff, M O and Schwartz, R M and Orcutt, B C, 1978 A Model of Evolutionary Change in Proteins In: M O Dayhoff, ed Atlas of Protein Sequence Structure Washington DC: National Biomedical Research Foundation, pp 345-352 Dayhoff, M O., R V ECK, and C M Park, 1972 A model of evolutionary change in proteins National Biomedical Research Foundation, Volume 5, pp 89-99 Dayhoff, 1972 Atlas of Protein Sequence and Structure Washington DC: National Biomedical Research Foundation Edgar, Robert C., 2004 MUSCLE: multiple sequence alignment with high accuracy and high throughput Nucl Acids Res., Volume 32, pp 1792-1797 Fauci, A S., 2009 Race against time Nature, Volume 435 Felsenstein, Joseph, 1984 Distance methods for inferring phylogenies: A Justification Evolution, Volume 38, pp 16-24 Felsenstein, J., 1981 Evolutionary trees from DNA sequences: A maximum likelihood approach Journal of Molecular Evolution, Volume 17, pp 368-376 Felsenstein, J., Massachusetts 2004 Infering Phylogenies Sinauer Associates, Sunderland, Fitch WM, Margoliash E, 1967 A method for estimating the number of invariant amino acid position in a gene using cytochrome c as a model case Biochem Gene, Volume 1, pp 65-71 Gaston H Gonnet, Mark A Cohen, Steven A Benner, 1992 Exhaustive Matching of the Entire Protein Sequence Database Science, Volume 256, pp 1443-1445 Gu X, Fu YX, Li WH, 1995 Maximum Likelihood Estimation of the Heterogeneity of Substitution Rate among Nucleotide Sites Mol Biol Evol, Volume 12, pp 546-557 Henikoff, S.; Henikoff, J G, 1992 Amino Acid Substitution Matrices from Protein Blocks PNAS, Volume 89, pp 10915-10919 Jones, David T and Taylor, William R and Thornton, Janet M., 1992 The rapid generation of mutation data matrices from protein sequences Comput Appl Biosci., pp 275-282 M W Dimmic, Rest JS, Mindell DP, and Goldstein RA., 2002 rtREV: an amino acid substitution matrix for inference of retrovirus and reverse transcriptase phylogeny J Mol Evol., Volume 55, pp 65-73 Marco Salemi, Anne-Mieke Vandamme, 2003 The Phylogenetic Handbook: A Practical Approach to DNA and Protein Phylogeny., Cambridge University Press Meyer, S and von Haeseler, A., 2003 Identifying site-specific substitution rates Mol Biol Evol., Volume 20, pp 182-189 Opperdoes, F., 2003 Phylogenetic analysis using protein sequences In: V A Salemi M, ed The Phylogenetics Handbook A Practical Approach to DNA and Protein Phylogeny Cambridge: Cambridge University Press, pp 207-235 Peter S Klosterman, Andrew V Uzilov, Yuri R Bendana, Robert K Bradley, Sharon Chao, Carolin Kosiol, Nick Goldman and Ian Holmes, 2006 XRate: a fast prototyping, training and annotation tool for phylo-grammars BMC Bioinformatics, Volume 7, pp 428 Quang Le and Olivier Gascuel, 2008 An improved general amino acid replacement matrix Mol Biol Evol., pp 1307-1320 Setubal C, Meidanis J, 1997 Introduction to Computational Molecular Biology 1st edition Boston, Massachusetts, US: PWS Publishing Stephane Guindon, Allen G Rodrigo, Kelly A Dyer, and John P Huelsenbeck, 2004 Modeling the site-specific variation of selection patterns along lineages PNAS, Volume 101, pp 12957-12962 Strimmer K, Haeseler AV, 2003 Nucleotide Substitution Models In: V A Salemi M, ed In The Phylogenetics Handbook A Practical Approach to DNA and Protein Phylogeny Cambridge: Cambridge University Press, pp 72-100 Thorne, J., 2000 Models of protein sequence evolution and their applications Currrent Opinion in Genetics and Development, Volume 10, pp 602-605 Tien D Nguyen, The Vinh Nguyen, Dhanasekaran Vijaykrishna, Robert G Webster,Yi Guan, J.S Malik Peiris,and Gavin J.D Smith, 2008 Multiple Sublineages of Influenza A Virus (H5N1), Vietnam, 2005-2007 Emerging Infectious Diseases, Volume 14, pp 632636 Whelan S, Goldman N, 2001 A General Empirical Model of Protein Evolution Derived from Multiple Protein Families Using a Maximum Likelihood Approach Mol Biol Evol, Volume 18, pp 691-699 Yang, Z., 1996 Maximum-likelihood models for combined analyses of multiple sequence data J Mol Evol., Volume 42, pp 587-596 Yang, Z., 2006 Computational Molecular Evolution ed: Oxford University Press Ziheng, Y., 2006 Computational Molecular Evolution Oxford, UK: Oxford University Press ... FLU, an amino acid substitution model for influenza proteins BMC Evolutionary Biology, Volume 10, pp 99 D.T Jones, W.R Taylor, J.M Thornton, 1994 A mutation data matrix for transmembrane proteins... Amino Acid Substitution Matrices from Protein Blocks PNAS, Volume 89, pp 10915-10919 Jones, David T and Taylor, William R and Thornton, Janet M., 1992 The rapid generation of mutation data matrices... XRate: a fast prototyping, training and annotation tool for phylo-grammars BMC Bioinformatics, Volume 7, pp 428 Quang Le and Olivier Gascuel, 2008 An improved general amino acid replacement matrix

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