microarray books

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Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition (Chapman & Hall/CRC Mathematical & Computational Biology)

by: Sorin Drghici
publisher: Chapman and Hall/CRC, published: 2011-12-06
ASIN: 1439809755
EAN: 9781439809754
sales rank: 103157

Richly illustrated in color, Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition provides a clear and rigorous description of powerful analysis techniques and algorithms for mining and interpreting biological information. Omitting tedious details, heavy formalisms, and cryptic notations, the text takes a hands-on, example-based approach that teaches students the basics of R and microarray technology as well as how to choose and apply the proper data analysis tool to specific problems.

New to the Second Edition
Completely updated and double the size of its predecessor, this timely second edition replaces the commercial software with the open source R and Bioconductor environments. Fourteen new chapters cover such topics as the basic mechanisms of the cell, reliability and reproducibility issues in DNA microarrays, basic statistics and linear models in R, experiment design, multiple comparisons, quality control, data pre-processing and normalization, Gene Ontology analysis, pathway analysis, and machine learning techniques. Methods are illustrated with toy examples and real data, and the R code for all routines is available on an accompanying CD-ROM.

With all the necessary prerequisites included, this bestselling book guides students from very basic notions to advanced analysis techniques in R and Bioconductor. The first half of the text presents an overview of microarrays and the statistical elements that form the building blocks of any data analysis. The second half introduces the techniques most commonly used in the analysis of microarray data.

DNA Microarrays and Gene Expression: From Experiments to Data Analysis and Modeling

by: Pierre Baldi
publisher: Cambridge University Press, published: 2011-04-28
ASIN: 0521176352
EAN: 9780521176354
sales rank: 2357446
Massive data acquisition technologies--such as genome sequencing, high-throughput drug screening, and DNA arrays--are in the process of revolutionizing biology and medicine. This concise, user-friendly and interdisciplinary guide to DNA microarray technology is an introduction and a reference for both biologists and computational scientists. The authors describe the underlying technologies and offer an awareness of the "noise" and pitfalls present in the data generated. They also provide an idea of the different data mining techniques and algorithms that are available to interpret data, and the advantages and disadvantages of each in differing situations.

Analyzing Microarray Gene Expression Data (Wiley Series in Probability and Statistics)

by: Geoffrey J. McLachlan
publisher: Wiley-Interscience, published: 2004-08-04
ASIN: 0471226165
EAN: 9780471226161
sales rank: 683928
A multi-discipline, hands-on guide to microarray analysis of biological processes
Analyzing Microarray Gene Expression Data provides a comprehensive review of available methodologies for the analysis of data derived from the latest DNA microarray technologies. Designed for biostatisticians entering the field of microarray analysis as well as biologists seeking to more effectively analyze their own experimental data, the text features a unique interdisciplinary approach and a combined academic and practical perspective that offers readers the most complete and applied coverage of the subject matter to date.
Following a basic overview of the biological and technical principles behind microarray experimentation, the text provides a look at some of the most effective tools and procedures for achieving optimum reliability and reproducibility of research results, including:
An in-depth account of the detection of genes that are differentially expressed across a number of classes of tissues
Extensive coverage of both cluster analysis and discriminant analysis of microarray data and the growing applications of both methodologies
A model-based approach to cluster analysis, with emphasis on the use of the EMMIX-GENE procedure for the clustering of tissue samples
The latest data cleaning and normalization procedures
The uses of microarray expression data for providing important prognostic information on the outcome of disease

Data Analysis Tools for DNA Microarrays

by: Sorin Draghici
publisher: Chapman and Hall/CRC, published: 2003-06-04
ASIN: 1584883154
EAN: 9781584883159
sales rank: 1009542
Technology today allows the collection of biological information at an unprecedented level of detail and in increasingly vast quantities. To reap real knowledge from the mountains of data produced, however, requires interdisciplinary skills-a background not only in biology but also in computer science and the tools and techniques of data analysis.

To help meet the challenges of DNA research, Data Analysis Tools for DNA Microarrays builds the foundation in the statistics and data analysis tools needed by biologists and provides the overview of microarrays needed by computer scientists. It first presents the basics of microarray technology and more importantly, the specific problems the technology poses from the data analysis perspective. It then introduces the fundamentals of statistics and the details of the techniques most commonly used to analyze microarray data. The final chapter focuses on commercial applications with sections exploring various software packages from BioDiscovery, Insightful, SAS, and Spotfire. The book is richly illustrated with more than 230 figures in full color and comes with a CD-ROM containing full-feature trial versions of software for image analysis (ImaGene, BioDiscovery Inc.) and data analysis (GeneSight, BioDiscovery Inc. and S-Plus Array Analyzer, Insightful Inc.).

Written in simple language and illustrated in full color, Data Analysis Tools for DNA Microarrays lowers the communication barrier between life scientists and analytical scientists. It prepares those charged with analyzing microarray data to make informed choices about the techniques to use in a given situation and contribute to further advances in the field.

Guide to Analysis of DNA Microarray Data, Second Edition

by: Steen Knudsen
publisher: Wiley-Liss, published: 2004-03-02
ASIN: 0471656046
EAN: 9780471656043
sales rank: 2292237
Written for biologists and medical researchers who don't have any special training in data analysis and statistics, Guide to Analysis of DNA Microarray Data, Second Edition begins where DNA array equipment leaves off: the image produced by the microarray. The text deals with the questions that arise starting at this point, providing an introduction to microarray technology, then moving on to image analysis, data analysis, cluster analysis, and beyond.
With all chapters rewritten, updated, and expanded to include the latest generation of technology and methods, Guide to Analysis of DNA Microarray Data, Second Edition offers practitioners reliable information using concrete examples and a clear, comprehensible style. This Second Edition features entirely new chapters on:
* Image analysis
* Experiment design
* Automated analysis, integrated analysis, and systems biology
* Interpretation of results
Intended for readers seeking practical applications, this text covers a broad spectrum of proven approaches in this rapidly growing technology. Additional features include further reading suggestions for each chapter, as well as a thorough review of available analysis software.

Protein Microarrays: Methods and Protocols (Methods in Molecular Biology)

publisher: Humana Press, published: 2011-08-19
ASIN: 1617792853
EAN: 9781617792854
sales rank: 1581462
Progress in functional proteomics has been limited for a long time, partially caused by limitations in assay sensitivity and sample capacity; however, protein microarrays have the ability to overcome these limitations so that a highly parallel analysis of hundreds of proteins in thousands of samples is attainable. In Protein Microarrays: Methods and Protocols, expert researchers in the field present an up-to-date collection of robust strategies in the field of protein microarrays and summarize recent advantages in the field of printing technologies, the development of suitable surface materials, as well as detection and quantification technologies. Written in the highly successful Methods in Molecular Biology™ series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and key notes on troubleshooting and avoiding known pitfalls. Comprehensive and cutting-edge, Protein Microarrays: Methods and Protocols aims to stimulate the application and further advancement of this powerful technology in labs worldwide.

Next Generation Microarray Bioinformatics: Methods and Protocols (Methods in Molecular Biology)

publisher: Humana Press, published: 2011-12-01
ASIN: 161779399X
EAN: 9781617793998
sales rank: 1361941
Recent improvements in the efficiency, quality, and cost of genome-wide sequencing have prompted biologists and biomedical researchers to move away from microarray-based technology to ultra high-throughput, massively parallel genomic sequencing (Next Generation Sequencing, NGS) technology. In Next Generation Microarray Bioinformatics: Methods and Protocols, expert researchers in the field provide techniques to bring together current computational and statistical methods to analyze and interpreting both microarray and NGS data. These methods and techniques include resources for microarray bioinformatics, microarray data analysis, microarray bioinformatics in systems biology, next generation sequencing data analysis, and emerging applications of microarray and next generation sequencing. Written in the highly successful Methods in Molecular Biology™ series format, the chapters include the kind of detailed description and implementation advice that is crucial for getting optimal results in the laboratory. Authoritative and practical, Next Generation Microarray Bioinformatics: Methods and Protocols seeks to aid scientists in the further study of this crucially important research into the human DNA.

Design and Analysis of DNA Microarray Investigations

by: Richard M. Simon
publisher: Springer, published: 2004-01-08
ASIN: 0387001352
EAN: 9780387001357
sales rank: 901209

The analysis of gene expression profile data from DNA micorarray studies are discussed in this book. It provides a review of available methods and presents it in a manner that is intelligible to biologists. It offers an understanding of the design and analysis of experiments utilizing microarrays to benefit scientists. It includes an Appendix tutorial on the use of BRB-ArrayTools and step by step analyses of several major datasets using this software which is available from the National Cancer Institute.

Active bead-linked immunoassay on protein microarrays [An article from: Analytica Chimica Acta]

by: V.N. Morozov
publisher: Elsevier, published: 2006-03-30
ASIN: B000PBZYW8
This digital document is a journal article from Analytica Chimica Acta, published by Elsevier in 2006. The article is delivered in HTML format and is available in your Amazon.com Media Library immediately after purchase. You can view it with any web browser.

Description:
Protein microarrays are becoming a powerful tool in proteome, biochemical, and clinical studies. In addition to the quality of arrayed immobilized probe molecules, sensitivity of the microarray-based assay is highly dependent on the detection technique. Here we suggest four simple techniques for rapid detection of analytes bound to protein microarrays. The techniques employ functionalized magnetic and non-magnetic beads moved to, from, or along the array surface by external forces. In contrast to other labeling techniques actively controlled physical labels: (i) make detection extremely fast to allow microarray reading in seconds; (ii) provide a low background due to active removal of weakly bound beads; and (iii) provide a highly sensitive detection, since one antigen-antibody bond is capable of holding bead immobilized on the array surface. In combination with the electrophoretically assisted active immunoassay we described recently such active reading allows to reduce total indirect immunoassay time to 7-10min while having sensitivity in the femtomolar concentration range. High speed, sensitivity, and specificity make active bead-linked detection an ideal choice in rapid high-throughput screening and in emergency diagnostics.

Duplexed sandwich immunoassays on a fiber-optic microarray [An article from: Analytica Chimica Acta]

by: D.M. Rissin
publisher: Elsevier, published: 2006-03-30
ASIN: B000PBZYVY
This digital document is a journal article from Analytica Chimica Acta, published by Elsevier in 2006. The article is delivered in HTML format and is available in your Amazon.com Media Library immediately after purchase. You can view it with any web browser.

Description:
In this paper, we describe a duplexed imaging optical fiber array-based immunoassay for immunoglobulin A (IgA) and lactoferrin. To fabricate the individually addressable array, microspheres were functionalized with highly specific monoclonal antibodies. The microspheres were loaded in microwells etched into the distal face of an imaging optical fiber bundle. Two microsphere-based sandwich immunoassays were developed to simultaneously detect IgA and lactoferrin, two innate immune system proteins found in human saliva. Individual microspheres could be interrogated for the simultaneous measurement of both proteins. The working concentration range for IgA detection was between 700pM and 100nM, while the working concentration range for lactoferrin was between 385pM and 10nM. The cross-reactivity between detection antibodies and their non-specific targets was relatively low in comparison to the signal generated by the specific binding with their targets. These results suggest that the degree of multiplexing on this fiber-optic array platform can be increased beyond a duplex.

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	Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition (Chapman & Hall/CRC Mathematical & Computational Biology) by: Sorin Drghici publisher: Chapman and Hall/CRC, published: 2011-12-06 ASIN: 1439809755 EAN: 9781439809754 sales rank: 103157 Richly illustrated in color, Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition provides a clear and rigorous description of powerful analysis techniques and algorithms for mining and interpreting biological information. Omitting tedious details, heavy formalisms, and cryptic notations, the text takes a hands-on, example-based approach that teaches students the basics of R and microarray technology as well as how to choose and apply the proper data analysis tool to specific problems. *New to the Second Edition* Completely updated and double the size of its predecessor, this timely second edition replaces the commercial software with the open source R and Bioconductor environments. Fourteen new chapters cover such topics as the basic mechanisms of the cell, reliability and reproducibility issues in DNA microarrays, basic statistics and linear models in R, experiment design, multiple comparisons, quality control, data pre-processing and normalization, Gene Ontology analysis, pathway analysis, and machine learning techniques. Methods are illustrated with toy examples and real data, and the R code for all routines is available on an accompanying CD-ROM. With all the necessary prerequisites included, this bestselling book guides students from very basic notions to advanced analysis techniques in R and Bioconductor. The first half of the text presents an overview of microarrays and the statistical elements that form the building blocks of any data analysis. The second half introduces the techniques most commonly used in the analysis of microarray data.
	DNA Microarrays and Gene Expression: From Experiments to Data Analysis and Modeling by: Pierre Baldi publisher: Cambridge University Press, published: 2011-04-28 ASIN: 0521176352 EAN: 9780521176354 sales rank: 2357446 Massive data acquisition technologies--such as genome sequencing, high-throughput drug screening, and DNA arrays--are in the process of revolutionizing biology and medicine. This concise, user-friendly and interdisciplinary guide to DNA microarray technology is an introduction and a reference for both biologists and computational scientists. The authors describe the underlying technologies and offer an awareness of the "noise" and pitfalls present in the data generated. They also provide an idea of the different data mining techniques and algorithms that are available to interpret data, and the advantages and disadvantages of each in differing situations.
	Analyzing Microarray Gene Expression Data (Wiley Series in Probability and Statistics) by: Geoffrey J. McLachlan publisher: Wiley-Interscience, published: 2004-08-04 ASIN: 0471226165 EAN: 9780471226161 sales rank: 683928 A multi-discipline, hands-on guide to microarray analysis of biological processes Analyzing Microarray Gene Expression Data provides a comprehensive review of available methodologies for the analysis of data derived from the latest DNA microarray technologies. Designed for biostatisticians entering the field of microarray analysis as well as biologists seeking to more effectively analyze their own experimental data, the text features a unique interdisciplinary approach and a combined academic and practical perspective that offers readers the most complete and applied coverage of the subject matter to date. Following a basic overview of the biological and technical principles behind microarray experimentation, the text provides a look at some of the most effective tools and procedures for achieving optimum reliability and reproducibility of research results, including: An in-depth account of the detection of genes that are differentially expressed across a number of classes of tissues Extensive coverage of both cluster analysis and discriminant analysis of microarray data and the growing applications of both methodologies A model-based approach to cluster analysis, with emphasis on the use of the EMMIX-GENE procedure for the clustering of tissue samples The latest data cleaning and normalization procedures The uses of microarray expression data for providing important prognostic information on the outcome of disease
	Data Analysis Tools for DNA Microarrays by: Sorin Draghici publisher: Chapman and Hall/CRC, published: 2003-06-04 ASIN: 1584883154 EAN: 9781584883159 sales rank: 1009542 Technology today allows the collection of biological information at an unprecedented level of detail and in increasingly vast quantities. To reap real knowledge from the mountains of data produced, however, requires interdisciplinary skills-a background not only in biology but also in computer science and the tools and techniques of data analysis. To help meet the challenges of DNA research, Data Analysis Tools for DNA Microarrays builds the foundation in the statistics and data analysis tools needed by biologists and provides the overview of microarrays needed by computer scientists. It first presents the basics of microarray technology and more importantly, the specific problems the technology poses from the data analysis perspective. It then introduces the fundamentals of statistics and the details of the techniques most commonly used to analyze microarray data. The final chapter focuses on commercial applications with sections exploring various software packages from BioDiscovery, Insightful, SAS, and Spotfire. The book is richly illustrated with more than 230 figures in full color and comes with a CD-ROM containing full-feature trial versions of software for image analysis (ImaGene, BioDiscovery Inc.) and data analysis (GeneSight, BioDiscovery Inc. and S-Plus Array Analyzer, Insightful Inc.). Written in simple language and illustrated in full color, Data Analysis Tools for DNA Microarrays lowers the communication barrier between life scientists and analytical scientists. It prepares those charged with analyzing microarray data to make informed choices about the techniques to use in a given situation and contribute to further advances in the field.
	Guide to Analysis of DNA Microarray Data, Second Edition by: Steen Knudsen publisher: Wiley-Liss, published: 2004-03-02 ASIN: 0471656046 EAN: 9780471656043 sales rank: 2292237 Written for biologists and medical researchers who don't have any special training in data analysis and statistics, Guide to Analysis of DNA Microarray Data, Second Edition begins where DNA array equipment leaves off: the image produced by the microarray. The text deals with the questions that arise starting at this point, providing an introduction to microarray technology, then moving on to image analysis, data analysis, cluster analysis, and beyond. With all chapters rewritten, updated, and expanded to include the latest generation of technology and methods, Guide to Analysis of DNA Microarray Data, Second Edition offers practitioners reliable information using concrete examples and a clear, comprehensible style. This Second Edition features entirely new chapters on: * Image analysis * Experiment design * Automated analysis, integrated analysis, and systems biology * Interpretation of results Intended for readers seeking practical applications, this text covers a broad spectrum of proven approaches in this rapidly growing technology. Additional features include further reading suggestions for each chapter, as well as a thorough review of available analysis software.
	Protein Microarrays: Methods and Protocols (Methods in Molecular Biology) publisher: Humana Press, published: 2011-08-19 ASIN: 1617792853 EAN: 9781617792854 sales rank: 1581462 Progress in functional proteomics has been limited for a long time, partially caused by limitations in assay sensitivity and sample capacity; however, protein microarrays have the ability to overcome these limitations so that a highly parallel analysis of hundreds of proteins in thousands of samples is attainable. In Protein Microarrays: Methods and Protocols, expert researchers in the field present an up-to-date collection of robust strategies in the field of protein microarrays and summarize recent advantages in the field of printing technologies, the development of suitable surface materials, as well as detection and quantification technologies. Written in the highly successful Methods in Molecular Biology™ series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and key notes on troubleshooting and avoiding known pitfalls. Comprehensive and cutting-edge, Protein Microarrays: Methods and Protocols aims to stimulate the application and further advancement of this powerful technology in labs worldwide.
	Next Generation Microarray Bioinformatics: Methods and Protocols (Methods in Molecular Biology) publisher: Humana Press, published: 2011-12-01 ASIN: 161779399X EAN: 9781617793998 sales rank: 1361941 Recent improvements in the efficiency, quality, and cost of genome-wide sequencing have prompted biologists and biomedical researchers to move away from microarray-based technology to ultra high-throughput, massively parallel genomic sequencing (Next Generation Sequencing, NGS) technology. In Next Generation Microarray Bioinformatics: Methods and Protocols, expert researchers in the field provide techniques to bring together current computational and statistical methods to analyze and interpreting both microarray and NGS data. These methods and techniques include resources for microarray bioinformatics, microarray data analysis, microarray bioinformatics in systems biology, next generation sequencing data analysis, and emerging applications of microarray and next generation sequencing. Written in the highly successful Methods in Molecular Biology™ series format, the chapters include the kind of detailed description and implementation advice that is crucial for getting optimal results in the laboratory. Authoritative and practical, Next Generation Microarray Bioinformatics: Methods and Protocols seeks to aid scientists in the further study of this crucially important research into the human DNA.
	Design and Analysis of DNA Microarray Investigations by: Richard M. Simon publisher: Springer, published: 2004-01-08 ASIN: 0387001352 EAN: 9780387001357 sales rank: 901209 The analysis of gene expression profile data from DNA micorarray studies are discussed in this book. It provides a review of available methods and presents it in a manner that is intelligible to biologists. It offers an understanding of the design and analysis of experiments utilizing microarrays to benefit scientists. It includes an Appendix tutorial on the use of BRB-ArrayTools and step by step analyses of several major datasets using this software which is available from the National Cancer Institute.
	Active bead-linked immunoassay on protein microarrays [An article from: Analytica Chimica Acta] by: V.N. Morozov publisher: Elsevier, published: 2006-03-30 ASIN: B000PBZYW8 This digital document is a journal article from Analytica Chimica Acta, published by Elsevier in 2006. The article is delivered in HTML format and is available in your Amazon.com Media Library immediately after purchase. You can view it with any web browser. Description: Protein microarrays are becoming a powerful tool in proteome, biochemical, and clinical studies. In addition to the quality of arrayed immobilized probe molecules, sensitivity of the microarray-based assay is highly dependent on the detection technique. Here we suggest four simple techniques for rapid detection of analytes bound to protein microarrays. The techniques employ functionalized magnetic and non-magnetic beads moved to, from, or along the array surface by external forces. In contrast to other labeling techniques actively controlled physical labels: (i) make detection extremely fast to allow microarray reading in seconds; (ii) provide a low background due to active removal of weakly bound beads; and (iii) provide a highly sensitive detection, since one antigen-antibody bond is capable of holding bead immobilized on the array surface. In combination with the electrophoretically assisted active immunoassay we described recently such active reading allows to reduce total indirect immunoassay time to 7-10min while having sensitivity in the femtomolar concentration range. High speed, sensitivity, and specificity make active bead-linked detection an ideal choice in rapid high-throughput screening and in emergency diagnostics.
	Duplexed sandwich immunoassays on a fiber-optic microarray [An article from: Analytica Chimica Acta] by: D.M. Rissin publisher: Elsevier, published: 2006-03-30 ASIN: B000PBZYVY This digital document is a journal article from Analytica Chimica Acta, published by Elsevier in 2006. The article is delivered in HTML format and is available in your Amazon.com Media Library immediately after purchase. You can view it with any web browser. Description: In this paper, we describe a duplexed imaging optical fiber array-based immunoassay for immunoglobulin A (IgA) and lactoferrin. To fabricate the individually addressable array, microspheres were functionalized with highly specific monoclonal antibodies. The microspheres were loaded in microwells etched into the distal face of an imaging optical fiber bundle. Two microsphere-based sandwich immunoassays were developed to simultaneously detect IgA and lactoferrin, two innate immune system proteins found in human saliva. Individual microspheres could be interrogated for the simultaneous measurement of both proteins. The working concentration range for IgA detection was between 700pM and 100nM, while the working concentration range for lactoferrin was between 385pM and 10nM. The cross-reactivity between detection antibodies and their non-specific targets was relatively low in comparison to the signal generated by the specific binding with their targets. These results suggest that the degree of multiplexing on this fiber-optic array platform can be increased beyond a duplex.