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Preface | |
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Introduction and Biological Databases | |
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Introduction | |
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What Is Bioinformatics? | |
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Goal | |
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Scope | |
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Applications | |
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Limitations | |
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New Themes | |
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Further Reading | |
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Introduction to Biological Databases | |
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What Is a Database? | |
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Types of Databases | |
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Biological Databases | |
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Pitfalls of Biological Databases | |
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Information Retrieval from Biological Databases | |
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Summary | |
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Further Reading | |
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Sequence Alignment | |
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Pairwise Sequence Alignment | |
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Evolutionary Basis | |
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Sequence Homology versus Sequence Similarity | |
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Sequence Similarity versus Sequence Identity | |
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Methods | |
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Scoring Matrices | |
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Statistical Significance of Sequence Alignment | |
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Summary | |
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Further Reading | |
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Database Similarity Searching | |
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Unique Requirements of Database Searching | |
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Heuristic Database Searching | |
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Basic Local Alignment Search Tool (BLAST) | |
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FASTA | |
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Comparison of FASTA and BLAST | |
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Database Searching with the Smith-Waterman Method | |
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Summary | |
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Further Reading | |
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Multiple Sequence Alignment | |
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Scoring Function | |
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Exhaustive Algorithms | |
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Heuristic Algorithms | |
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Practical Issues | |
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Summary | |
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Further Reading | |
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Profiles and Hidden Markov Models | |
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Position-Specific Scoring Matrices | |
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Profiles | |
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Markov Model and Hidden Markov Model | |
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Summary | |
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Further Reading | |
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Protein Motifs and Domain Prediction | |
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Identification of Motifs and Domains in Multiple Sequence Alignment | |
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Motif and Domain Databases Using Regular Expressions | |
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Motif and Domain Databases Using Statistical Models | |
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Protein Family Databases | |
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Motif Discovery in Unaligned Sequences | |
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Sequence Logos | |
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Summary | |
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Further Reading | |
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Gene and Promoter Prediction | |
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Gene Prediction | |
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Categories of Gene Prediction Programs | |
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Gene Prediction in Prokaryotes | |
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Gene Prediction in Eukaryotes | |
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Summary | |
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Further Reading | |
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Promoter and Regulatory Element Prediction | |
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Promoter and Regulatory Elements in Prokaryotes | |
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Promoter and Regulatory Elements in Eukaryotes | |
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Prediction Algorithms | |
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Summary | |
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Further Reading | |
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Molecular Phylogenetics | |
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Phylogenetics Basics | |
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Molecular Evolution and Molecular Phylogenetics | |
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Terminology | |
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Gene Phylogeny versus Species Phylogeny | |
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Forms of Tree Representation | |
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Why Finding a True Tree Is Difficult | |
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Procedure | |
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Summary | |
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Further Reading | |
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Phylogenetic Tree Construction Methods and Programs | |
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Distance-Based Methods | |
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Character-Based Methods | |
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Phylogenetic Tree Evaluation | |
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Phylogenetic Programs | |
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Summary | |
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Further Reading | |
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Structural Bioinformatics | |
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Protein Structure Basics | |
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Amino Acids | |
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Peptide Formation | |
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Dihedral Angles | |
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Hierarchy | |
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Secondary Structures | |
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Tertiary Structures | |
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Determination of Protein Three-Dimensional Structure | |
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Protein Structure Database | |
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Summary | |
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Further Reading | |
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Protein Structure Visualization, Comparison, and Classification | |
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Protein Structural Visualization | |
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Protein Structure Comparison | |
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Protein Structure Classification | |
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Summary | |
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Further Reading | |
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Protein Secondary Structure Prediction | |
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Secondary Structure Prediction for Globular Proteins | |
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Secondary Structure Prediction for Transmembrane Proteins | |
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Coiled Coil Prediction | |
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Summary | |
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Further Reading | |
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Protein Tertiary Structure Prediction | |
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Methods | |
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Homology Modeling | |
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Threading and Fold Recognition | |
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Ab Initio Protein Structural Prediction | |
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CASP | |
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Summary | |
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Further Reading | |
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RNA Structure Prediction | |
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Introduction | |
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Types of RNA Structures | |
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RNA Secondary Structure Prediction Methods | |
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Ab Initio Approach | |
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Comparative Approach | |
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Performance Evaluation | |
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Summary | |
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Further Reading | |
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Genomics and Proteomics | |
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Genome Mapping, Assembly, and Comparison | |
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Genome Mapping | |
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Genome Sequencing | |
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Genome Sequence Assembly | |
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Genome Annotation | |
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Comparative Genomics | |
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Summary | |
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Further Reading | |
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Functional Genomics | |
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Sequence-Based Approaches | |
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Microarray-Based Approaches | |
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Comparison of SAGE and DNA Microarrays | |
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Summary | |
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Further Reading | |
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Proteomics | |
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Technology of Protein Expression Analysis | |
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Posttranslational Modification | |
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Protein Sorting | |
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Protein-Protein Interactions | |
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Summary | |
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Further Reading | |
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Appendix | |
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Practical Exercises | |
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Glossary | |
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Index | |