作者：（美）汉克·巴斯（Yuri Nikols
页数：432
出版社：科学出版社
出版日期：2020
ISBN：9787030359285
电子书格式：pdf/epub/txt
内容简介
随着生命科学进入“组学”发展的新纪元，科学研究开始趋向对复杂的基因组水平的分析进行简化，以理解隐藏于繁冗数据之下的生物学本质。在本书中，经验丰富的专家们提供了一系列功能数据分析的方法，也就是人们通常说的“系统生物学”，及其在药物研发、医学和基础疾病研究中的应用。本书分为三个部分，包括对蛋白质的阐述，化合物与基因互作，网络、互作及本体的分析工具，以及功能分析的应用。作为《分子生物学方法》系列丛书的一卷，本书内容充实，提供了易于操作的实验方案和建议。本书专业非常不错、信息前沿，既介绍了生物技术实验室的实验方法，也介绍了计算工具，从而涵盖这一新兴领域的多个方面。
目录
目录
前言 v
撰稿人 ix
第一部分：相互作用
1. 用Linguamatics公司研发的I2E软件从发表的文献中挖掘蛋白质相互作用 3
JudithBandy，DavidMilward，andSarahMcQuay
2. 基因组规模实验中转录因子与DNA结合的相对亲和力、特异性和敏感度 15
VladimirA.Kuznetsov
3. 抑制因子-靶标数据的管理：步骤和在途径分析上的作用 51
SreenivasDevidas
4. 用功能蛋白质芯片描绘蛋白质相互作用网络 63
DawnR.MattoonandBarrySchweitzer
5. 蛋白质相互作用的手工注释 75
SvetlanaBureeva，SvetlanaZvereva，ValentinRomanov，and TatianaSerebryiskaya
第二部分：分析
6. 基因集富集分析 99
CharlesA.TilfordandNathanO.Siemers
7. PANTHER途径：一个整合了数据分析工具且基于本体的途径数据库 123
HuaiyuMiandPaulThomas
8. 采用网络分析优化排序影响途径的基因 141
AaronN.Chang
9. 从多样的功能基因组数据中发掘生物学网络 157
ChadL.Myers，CameliaChiriac，andOlgaG.Troyanskaya
10. 在基于知识的集成平台上对组学数据及小分子化合物的函数分析 177
YuriNikolsky，EugeneKirillov，RomanZuev，EugeneRakhmatulin，and TatianaNikolskaya
11. 动力学模型作为一种整合多层次动态实验数据的工具 197
Ekaterina Mogilevskaya，Natalia Bagrova，Tatiana Plyusnina，Nail Gizzatkulov，Eugeniy Metelkin，EkaterinaGoryacheva，SergeySmirnov，YuriyKosinsky，AleksanderDorodnov，KirillPeskov，TatianaKarelina，IgorGoryanin，andOlegDemin
12. Cytoscape：用于网络建模的一个基于社区的框架 219
SarahKillcoyne，GregoryW.Carter，JenniferSmith，andJohnBoyle
13. 用语义数据集成和知识管理表示生物网络相关性 241
SaschaLoskoandKlausHeumann
14. 复杂的、多数据类型及多工具分析的解决方案：运用工作流程与流水线方法的 原则及应用 259
RobinE.J.MunroandYikeGuo
第三部分：应用
15. 高通量siRNA筛选结合化合物筛选作为一种干扰生物系统以及识别目标途径的方法 275
JeffKiefer，HongweiH.Yin，QiangQ.Que，andSpyroMousses
16. 用高密度等位基因关联数据进行途径和网络的分析 289
AliTorkamaniandNicholasJ.Schork
17. miRNAs：从生物起源到网络 303
GiuseppeRussoandAntonioGiordano
18. MetaMiner(CF)：疾病导向的生物信息学分析环境 353
JerryM.Wright，YuriNikolsky，TatianaSerebryiskaya，andDianaR.Wetmore
19. 转化研究与生物医学信息学 369
MichaelLiebman
20. ArrayTrack：一个美国食品及药物管理局(FDA)和公共基因组工具 379
HongFang，StephenC.Harris，ZhenjiangSu，MinjunChen，Feng Qian，Leming Shi，RogerPerkins，andWeidaTong
索引 399
(高友鹤 尹剑锐 译)
Contents
Preface v
Contributors ix
SECTION I：INTERACTIONS
1. Mining Protein–Protein Interactions from Published Literature Using Linguamatics I2E 3
Judith Bandy，David Milward，and Sarah McQuay
2. Relative Avidity，Specificity，and Sensitivity of Transcription Factor–DNA Binding in Genome-Scale Experiments 15
Vladimir A. Kuznetsov
3. Curation of Inhibitor-Target Data：Process and Impact on Pathway Analysis 51
Sreenivas Devidas
4. Profiling Protein Interaction Networks with Functional Protein Microarrays 63
Dawn R. Mattoon and Barry Schweitzer
5. Manual Annotation of Protein Interactions 75
Svetlana Bureeva，Svetlana Zvereva，Valentin Romanov，and Tatiana Serebryiskaya
SECTION II：ANALYSIS
6. Gene Set Enrichment Analysis 99
Charles A. Tilford and Nathan O. Siemers
7. PANTHER Pathway：An Ontology-Based Pathway Database Coupled with Data Analysis Tools 123
Huaiyu Mi and Paul Thomas
8. Prioritizing Genes for Pathway Impact Using Network Analysis 141
Aaron N. Chang
9. Discovering Biological Networks from Diverse Functional Genomic Data 157
Chad L. Myers，Camelia Chiriac，and Olga G. Troyanskaya
10. Functional Analysis of OMICs Data and Small Molecule Compounds in an Integrated “Knowledge-Based” Platform 177
Yuri Nikolsky，Eugene Kirillov，Roman Zuev，Eugene Rakhmatulin，and Tatiana Nikolskaya
11. Kinetic Modeling as a Tool to Integrate Multilevel Dynamic Experimental Data 197
Ekaterina Mogilevskaya，Natalia Bagrova，Tatiana Plyusnina，Nail Gizzatkulov，Eugeniy Metelkin，Ekaterina Goryacheva，Sergey Smirnov，Yuriy Kosinsky，Aleksander Dorodnov，Kirill Peskov，Tatiana Karelina，Igor Goryanin，and Oleg Demin
12. Cytoscape：A Community-Based Framework for Network Modeling 219
Sarah Killcoyne，Gregory W. Carter，Jennifer Smith，and John Boyle
13. Semantic Data Integration and Knowledge Management to Represent Biological Network Associations 241
Sascha Losko and Klaus Heumann
14. Solutions for Complex，Multi Data Type and Multi Tool Analysis：Principles and Applications of Using Workflow and Pipelining Methods 259
Robin E. J. Munro and Yike Guo
SECTION III：APPLICATIONS
15. High-Throughput siRNA Screening as a Method of Perturbation of Biological Systems and Identification of Targeted Pathways Coupled with Compound Screening 275
Jeff Kiefer，Hongwei H. Yin，Qiang Q. Que，and Spyro Mousses
16. Pathway and Network Analysis with High-Density Allelic Association Data 289
Ali Torkamani and Nicholas J. Schork
17. miRNAs：From Biogenesis to Networks 303
Giuseppe Russo and Antonio Giordano
18. MetaMiner (CF)：A Disease-Oriented Bioinformatics Analysis Environment 353
Jerry M. Wright，Yuri Nikolsky，Tatiana Serebryiskaya，and Diana R. Wetmore
19. Translational Research and Biomedical Informatics 369
Michael Liebman
20. ArrayTrack：An FDA and Public Genomic Tool 379
Hong Fang，Stephen C.Harris，Zhenjiang Su，Minjun Chen，Feng Qian，Leming Shi，Roger Perkins，and Weida Tong
Index 399
前言 v
撰稿人 ix
第一部分：相互作用
1. 用Linguamatics公司研发的I2E软件从发表的文献中挖掘蛋白质相互作用 3
JudithBandy，DavidMilward，andSarahMcQuay
2. 基因组规模实验中转录因子与DNA结合的相对亲和力、特异性和敏感度 15
VladimirA.Kuznetsov
3. 抑制因子-靶标数据的管理：步骤和在途径分析上的作用 51
SreenivasDevidas
4. 用功能蛋白质芯片描绘蛋白质相互作用网络 63
DawnR.MattoonandBarrySchweitzer
5. 蛋白质相互作用的手工注释 75
SvetlanaBureeva，SvetlanaZvereva，ValentinRomanov，and TatianaSerebryiskaya
第二部分：分析
6. 基因集富集分析 99
CharlesA.TilfordandNathanO.Siemers
7. PANTHER途径：一个整合了数据分析工具且基于本体的途径数据库 123
HuaiyuMiandPaulThomas
8. 采用网络分析优化排序影响途径的基因 141
AaronN.Chang
9. 从多样的功能基因组数据中发掘生物学网络 157
ChadL.Myers，CameliaChiriac，andOlgaG.Troyanskaya
10. 在基于知识的集成平台上对组学数据及小分子化合物的函数分析 177
YuriNikolsky，EugeneKirillov，RomanZuev，EugeneRakhmatulin，and TatianaNikolskaya
11. 动力学模型作为一种整合多层次动态实验数据的工具 197
Ekaterina Mogilevskaya，Natalia Bagrova，Tatiana Plyusnina，Nail Gizzatkulov，Eugeniy Metelkin，EkaterinaGoryacheva，SergeySmirnov，YuriyKosinsky，AleksanderDorodnov，KirillPeskov，TatianaKarelina，IgorGoryanin，andOlegDemin
12. Cytoscape：用于网络建模的一个基于社区的框架 219
SarahKillcoyne，GregoryW.Carter，JenniferSmith，andJohnBoyle
13. 用语义数据集成和知识管理表示生物网络相关性 241
SaschaLoskoandKlausHeumann
14. 复杂的、多数据类型及多工具分析的解决方案：运用工作流程与流水线方法的 原则及应用 259
RobinE.J.MunroandYikeGuo
第三部分：应用
15. 高通量siRNA筛选结合化合物筛选作为一种干扰生物系统以及识别目标途径的方法 275
JeffKiefer，HongweiH.Yin，QiangQ.Que，andSpyroMousses
16. 用高密度等位基因关联数据进行途径和网络的分析 289
AliTorkamaniandNicholasJ.Schork
17. miRNAs：从生物起源到网络 303
GiuseppeRussoandAntonioGiordano
18. MetaMiner(CF)：疾病导向的生物信息学分析环境 353
JerryM.Wright，YuriNikolsky，TatianaSerebryiskaya，andDianaR.Wetmore
19. 转化研究与生物医学信息学 369
MichaelLiebman
20. ArrayTrack：一个美国食品及药物管理局(FDA)和公共基因组工具 379
HongFang，StephenC.Harris，ZhenjiangSu，MinjunChen，Feng Qian，Leming Shi，RogerPerkins，andWeidaTong
索引 399
(高友鹤 尹剑锐 译)
Contents
Preface v
Contributors ix
SECTION I：INTERACTIONS
1. Mining Protein–Protein Interactions from Published Literature Using Linguamatics I2E 3
Judith Bandy，David Milward，and Sarah McQuay
2. Relative Avidity，Specificity，and Sensitivity of Transcription Factor–DNA Binding in Genome-Scale Experiments 15
Vladimir A. Kuznetsov
3. Curation of Inhibitor-Target Data：Process and Impact on Pathway Analysis 51
Sreenivas Devidas
4. Profiling Protein Interaction Networks with Functional Protein Microarrays 63
Dawn R. Mattoon and Barry Schweitzer
5. Manual Annotation of Protein Interactions 75
Svetlana Bureeva，Svetlana Zvereva，Valentin Romanov，and Tatiana Serebryiskaya
SECTION II：ANALYSIS
6. Gene Set Enrichment Analysis 99
Charles A. Tilford and Nathan O. Siemers
7. PANTHER Pathway：An Ontology-Based Pathway Database Coupled with Data Analysis Tools 123
Huaiyu Mi and Paul Thomas
8. Prioritizing Genes for Pathway Impact Using Network Analysis 141
Aaron N. Chang
9. Discovering Biological Networks from Diverse Functional Genomic Data 157
Chad L. Myers，Camelia Chiriac，and Olga G. Troyanskaya
10. Functional Analysis of OMICs Data and Small Molecule Compounds in an Integrated “Knowledge-Based” Platform 177
Yuri Nikolsky，Eugene Kirillov，Roman Zuev，Eugene Rakhmatulin，and Tatiana Nikolskaya
11. Kinetic Modeling as a Tool to Integrate Multilevel Dynamic Experimental Data 197
Ekaterina Mogilevskaya，Natalia Bagrova，Tatiana Plyusnina，Nail Gizzatkulov，Eugeniy Metelkin，Ekaterina Goryacheva，Sergey Smirnov，Yuriy Kosinsky，Aleksander Dorodnov，Kirill Peskov，Tatiana Karelina，Igor Goryanin，and Oleg Demin
12. Cytoscape：A Community-Based Framework for Network Modeling 219
Sarah Killcoyne，Gregory W. Carter，Jennifer Smith，and John Boyle
13. Semantic Data Integration and Knowledge Management to Represent Biological Network Associations 241
Sascha Losko and Klaus Heumann
14. Solutions for Complex，Multi Data Type and Multi Tool Analysis：Principles and Applications of Using Workflow and Pipelining Methods 259
Robin E. J. Munro and Yike Guo
SECTION III：APPLICATIONS
15. High-Throughput siRNA Screening as a Method of Perturbation of Biological Systems and Identification of Targeted Pathways Coupled with Compound Screening 275
Jeff Kiefer，Hongwei H. Yin，Qiang Q. Que，and Spyro Mousses
16. Pathway and Network Analysis with High-Density Allelic Association Data 289
Ali Torkamani and Nicholas J. Schork
17. miRNAs：From Biogenesis to Networks 303
Giuseppe Russo and Antonio Giordano
18. MetaMiner (CF)：A Disease-Oriented Bioinformatics Analysis Environment 353
Jerry M. Wright，Yuri Nikolsky，Tatiana Serebryiskaya，and Diana R. Wetmore
19. Translational Research and Biomedical Informatics 369
Michael Liebman
20. ArrayTrack：An FDA and Public Genomic Tool 379
Hong Fang，Stephen C.Harris，Zhenjiang Su，Minjun Chen，Feng Qian，Leming Shi，Roger Perkins，and Weida Tong
Index 399
