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Essential Bioinformatics生物信息学基础

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作者: Jin Xiong著

出 版 社:

出版时间: 2006-3-1字数:版次: 1页数: 338印刷时间: 2006/03/01开本: 16开印次: 1纸张: 胶版纸I S B N : 9780521600828包装: 平装内容简介

Essential Bioinformatics is a concise yet comprehensive textbook of bioinformatics, which provides a broad introduction to the entire field. Written specifically for a life science audience, the basics of bioinformatics are explained, followed by discussions of the state-of-the-art computational tools available to solve biological research problems. All key areas of bioinformatics are covered including biological databases, sequence alignment, genes and promoter prediction, molecular phylogenetics, structural bioinformatics, genomics and proteomics. The book emphasizes how computational methods work and compares the strengths and weaknesses of different methods. This balanced yet easily accessible text will be invaluable to students who do not have sophisticated computational backgrounds. Technical details of computational algorithms are explained with a minimum use of mathematical formulae; graphical illustrations are used in their place to aid understanding. The effective synthesis of existing literature as well as in-depth and up-to-date coverage of all key topics in bioinformatics make this an ideal textbook for all bioinformatics courses taken by life science students and for researchers wishing to develop their knowledge of bioinformatics to facilitate their own research.

This clear and concise introduction to bioinformatics will appeal to undergraduate and graduate students in the life sciences, as well as researchers wishing to develop their knowledge of bioinformatics tools. All key areas are covered including biological databases, sequence alignment, genes and promoter prediction, molecular phylogenetics, structural bioinformatics, genomics and proteomics.

作者简介

Jin Xiong is Assistant Professor of Biology at Texas A & M University, where he has taught bioinformatics to graduate and undergraduate students for several years.

目录

Preface

SECTION Ⅰ INTRODUCTION AND BIOLOGICAL DATABASES

1 Introduction

What Is Bioinformatics?

Goal

Scope

Applications

Limitations

New Themes

Further Reading

2 Introduction to Biological Databases

What Is a Database?

Types of Databases

Biological Databases

Pitfalls of Biological Databases

Information Retrieval from Biological Databases

Summary

Further Reading

SECTION Ⅱ SEQUENCE ALIGNMENT

3 Pairwise Sequence Alignment

Evolutionary Basis

Sequence Homology versus Sequence Similarity

Sequence Similarity versus Sequence Identity

Methods

Scoring Matrices

Statistical Significance of Sequence Alignment

Summary

Further Reading

4 Database Similarity Searching

Unique Requirements of Database Searching

Heuristic Database Searching

Basic Local Alignment Search Tool (BLAST)

FASTA

Comparison of FASTA and BLAST

Database Searching with the Smith-Waterman Method

Summary

Further Reading

5 Multiple Sequence Alignment

Scoring Function

Exhaustive Algorithms

Heuristic Algorithms

Practical Issues

Summary

Further Reading

6 Profiles and Hidden Markov Models

Position-Specific Scoring Matrices !

Profiles

Markov Model and Hidden Markov Model

Summary

Further Reading

7 Protein Motifs and Domain Prediction

Identification of Motifs and Domains in Multiple Sequence

Alignment

Motif and Domain Databases Using Regular Expressions

Motif and Domain Databases Using Statistical Models

Protein Family Databases

Motif Discovery in Unaligned Sequences

Sequence Logos

Summary

Further Reading

SECTION Ⅲ GENEAND PROMOTER PREDICTION

8 Gene Prediction

Categories of Gene Prediction Programs

Gene Prediction in Prokaryotes

Gene Prediction in Eukaryotes

Summary

Further Reading

Promoter and Regulatory Element Prediction

Promoter and Regulatory Elements in Prokaryotes

Promoter and Regulatory Elements in Eukaryotes

Prediction Algorithms

Summary

Further Reading

SECTION Ⅳ MOLECULAR PHYLOGENETICS

10 Phylogenetics Basics

Molecular Evolution and Molecular Phylogenetics

Terminology

Gene Phylogeny versus Species Phylogeny

……

SECTION Ⅴ STRUCTURAL BIOINFORMATICS

SECTION Ⅵ GENOMICS AND PROTEOMICS

APPENDIX

INDEX

 
 
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