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生物信息计算基础 Wang Ziling Zhang Lishu 高等教育出版社
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商品名称:生物信息计算基础
ISBN:9787040490183
出版社:高等教育出版社
出版年月:2018-04
作者:Wang Ziling Zhang
定价:89.00
页码:293
装帧:精装
版次:1
字数:480
开本:16开
套装书:否

生物信息计算是在生命科学的研究中,以计算机为工具对生物信息进行储存、检索和分析的科学,是当今生命科学和自然科学的重大前沿领域之一。本书重点集中在基因组学和蛋白质组学两方面,分12章介绍:序列数据资源及其检索、蛋白质序列数据库、序列比对与比对搜索、真核生物基因结构的预测分析、分子进化分析、蛋白质结构数据库和结构可视化、蛋白质结构与功能预测、微阵列数据分析、系统生物学网络结构分析等内容,并对Gene Ontology数据库、KEGG数据库及基因功能注释、R编程及Bioconductor进行了简要简述和应用示例。 本书是计算机科学、生物信息学以及统计学的知识综合,可供相关领域的专业人员参考使用,也可用于生物学、计算机科学专业的教学。

前辅文
PART I DATABASES AND BIOINFORMATICS TOOLS
  Chapter 1 Online Sequence Database
   1.1 Nucleic Acid Sequence Database
   1.2 Protein Database
   1.3 Protein Three-Dimensional Structure Database PDB
   1.4 Genome Browser
   References
  Chapter 2 Sequence Alignment
   2.1 Pairwise Sequence Alignment
   2.2 Multiple Sequence Alignment
   2.3 Basic Local Alignment Search Tool
   References
  Chapter 3 Molecular Phylogeny and Evolution
   3.1 Introduction to Molecular Evolution
   3.2 Models of DNA and Amino Acid Substitution
   3.3 Tree-Building Method
   3.4 Evaluating Tree
   3.5 Perspectives
   References
  Chapter 4 Predicting DNA and Protein Function from Sequence
   4.1 DNA Sequence Analysis
   4.2 Protein Sequence Analysis
   References
  Chapter 5 Protein Structure
   5.1 Overview of Protein Structure
   5.2 Principles of Protein Structure
   5.3 Protein Structure Prediction
   5.4 Protein Structure Determining and Analysis
   References
PART II BIOINFORMATICS FOR OMICS DATA
  Chapter 6 Human Genetic Variation and Human Disease
   6.1 Human Genetic Variation
   6.2 Human Disease
   References
  Chapter 7 Gene Expression Profiling with Microarray: Online Resources and Data Management
   7.1 Microarray Data Analysis Software
   7.2 Microarray Databases
   7.3 Microarray Data Analysis
   References
  Chapter 8 Bioinformatics for Qualitative and Quantitative Proteomics
   8.1 Protein Identification and Quantification from MS Raw Data
   8.2 Proteomics Data Analysis
   8.3 Proteomics Data Storage, Exchange and Sharing
   References
  Chapter 9 Bioinformatics for Metabolomics
   9.1 Metabonomics and Metabolomics
   9.2 Basic Approaches to Study Metabonomics
   9.3 Data Analysis Methods
   9.4 Metabonomics Databases
   9.5 Summary
   References
  Chapter 10 Gene Ontology Database and KEGG Database
   10.1 Gene Ontology Database
   10.2 KEGG Database
   References
PART III STATISTICS AND PROGRAMMING
  Chapter 11 Basic Algorithms for Bioinformatics
   11.1 Algorithms
   11.2 Graph Theory
   11.3 Dynamic Programming
   11.4 Bayesian Statistics
   11.5 Markov Models
   11.6 Hidden Markov Model
   11.7 Neural Networks
   11.8 Clustering Analysis
   11.9 Other Algorithms
   11.10 Concluding Remarks
   References
  Chapter 12 An Introduction to R
   12.1 What’s R
   12.2 How to Install R
   12.3 RGui
   12.4 How to Install R Extention Packages
   12.5 Expressions and Assignments
   12.6 Data Structure
   12.7 Importing Data Into R
   12.8 Exporting Data
   12.9 Loops/Statements
   12.10 Bioconductor
   12.11 Further Resources
   References
Index

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