Classification Analysis of DNA Microarrays

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470170816
Total Pages : 752 pages
Book Rating : 4.4/5 (71 download)

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Book Synopsis Classification Analysis of DNA Microarrays by : Leif E. Peterson

Download or read book Classification Analysis of DNA Microarrays written by Leif E. Peterson and published by John Wiley & Sons. This book was released on 2013-06-24 with total page 752 pages. Available in PDF, EPUB and Kindle. Book excerpt: Wiley Series in Bioinformatics: Computational Techniques and Engineering Yi Pan and Albert Y. Zomaya, Series Editors Wide coverage of traditional unsupervised and supervised methods and newer contemporary approaches that help researchers handle the rapid growth of classification methods in DNA microarray studies Proliferating classification methods in DNA microarray studies have resulted in a body of information scattered throughout literature, conference proceedings, and elsewhere. This book unites many of these classification methods in a single volume. In addition to traditional statistical methods, it covers newer machine-learning approaches such as fuzzy methods, artificial neural networks, evolutionary-based genetic algorithms, support vector machines, swarm intelligence involving particle swarm optimization, and more. Classification Analysis of DNA Microarrays provides highly detailed pseudo-code and rich, graphical programming features, plus ready-to-run source code. Along with primary methods that include traditional and contemporary classification, it offers supplementary tools and data preparation routines for standardization and fuzzification; dimensional reduction via crisp and fuzzy c-means, PCA, and non-linear manifold learning; and computational linguistics via text analytics and n-gram analysis, recursive feature extraction during ANN, kernel-based methods, ensemble classifier fusion. This powerful new resource: Provides information on the use of classification analysis for DNA microarrays used for large-scale high-throughput transcriptional studies Serves as a historical repository of general use supervised classification methods as well as newer contemporary methods Brings the reader quickly up to speed on the various classification methods by implementing the programming pseudo-code and source code provided in the book Describes implementation methods that help shorten discovery times Classification Analysis of DNA Microarrays is useful for professionals and graduate students in computer science, bioinformatics, biostatistics, systems biology, and many related fields.

Design and Analysis of DNA Microarray Investigations

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387218661
Total Pages : 205 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Design and Analysis of DNA Microarray Investigations by : Richard M. Simon

Download or read book Design and Analysis of DNA Microarray Investigations written by Richard M. Simon and published by Springer Science & Business Media. This book was released on 2006-05-09 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

DNA Microarrays

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Publisher : Practical Approach Series
ISBN 13 : 9780199637768
Total Pages : 236 pages
Book Rating : 4.6/5 (377 download)

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Book Synopsis DNA Microarrays by : Mark Schena

Download or read book DNA Microarrays written by Mark Schena and published by Practical Approach Series. This book was released on 1999 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: DNA Microarrays: A Practical Approach is the first comprehensive overview of an exciting and powerful new technology. DNA microarrays, or biochips, are small glass chips embedded with ordered rows of DNA, providing a massive parallel platform for data gathering and representing a fundamental technical advance in biomedical research. Such biochips gather data at an unprecedented rate by enabling the use of advanced fabrication, detection, and data mining technologies. Written and edited by experts in the field, this book provides fascinating insight into this remarkable advancement. It opens with an introduction to the technology of DNA microarrays, emphasizing the methodological fundamentals of biochips, and continues with descriptions of the use of confocal scanning in microarray detection and techniques for the efficient cloning and screening of differentially expressed genes. The chapters address many topics, among them assay optimization, antisense scanning arrays, the manufacture of molecular arrays, and gene expression analysis. Also addressed are the uses of expression data in bioinformatics, of active microelectronic arrays for DNA hybridization analysis, and of microarray technology in pharmacogenomics. DNA Microarrays: A Practical Approach is ideal for researchers investigating patterns of gene expression (and the relationship with disease), and it is essential for any researcher interested in the use of biochips.

DNA Microarrays and Related Genomics Techniques

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Publisher : CRC Press
ISBN 13 : 1420028790
Total Pages : 391 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis DNA Microarrays and Related Genomics Techniques by : David B. Allison

Download or read book DNA Microarrays and Related Genomics Techniques written by David B. Allison and published by CRC Press. This book was released on 2005-11-14 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: Considered highly exotic tools as recently as the late 1990s, microarrays are now ubiquitous in biological research. Traditional statistical approaches to design and analysis were not developed to handle the high-dimensional, small sample problems posed by microarrays. In just a few short years the number of statistical papers providing approaches

DNA Microarrays

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Publisher : Scion Publishing Ltd
ISBN 13 : 1907904395
Total Pages : 289 pages
Book Rating : 4.9/5 (79 download)

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Book Synopsis DNA Microarrays by : Mark Schena

Download or read book DNA Microarrays written by Mark Schena and published by Scion Publishing Ltd. This book was released on 2007-10-01 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: DNA Microarrays: Methods Express covers the very latest in DNA microarray technology, with a clear focus on how these techniques can be used in the lab to gain the very best results. The authors are from some of the leading laboratories in the field and write with real authority on the latest methodology. Every chapter provides detailed step-by-step protocols with valuable hints and tips for success, as well as giving typical experimental results and selected literature citations. This book is a 'must have' manual for researchers in all fields of biology, medicine and agriculture.

A Biologist's Guide to Analysis of DNA Microarray Data

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0471461180
Total Pages : 148 pages
Book Rating : 4.4/5 (714 download)

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Book Synopsis A Biologist's Guide to Analysis of DNA Microarray Data by : Steen Knudsen

Download or read book A Biologist's Guide to Analysis of DNA Microarray Data written by Steen Knudsen and published by John Wiley & Sons. This book was released on 2011-09-23 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: A great introductory book that details reliable approaches to problems met in standard microarray data analyses. It provides examples of established approaches such as cluster analysis, function prediction, and principle component analysis. Discover real examples to illustrate the key concepts of data analysis. Written for those without any advanced background in math, statistics, or computer sciences, this book is essential for anyone interested in harnessing the immense potential of microarrays in biology and medicine.

DNA Microarrays and Gene Expression

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Author :
Publisher : Cambridge University Press
ISBN 13 : 9781139437608
Total Pages : 238 pages
Book Rating : 4.4/5 (376 download)

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Book Synopsis DNA Microarrays and Gene Expression by : Pierre Baldi

Download or read book DNA Microarrays and Gene Expression written by Pierre Baldi and published by Cambridge University Press. This book was released on 2011-04-28 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Massive data acquisition technologies, such as genome sequencing, high-throughput drug screening, and DNA arrays are in the process of revolutionizing biology and medicine. Using the mRNA of a given cell, at a given time, under a given set of conditions, DNA microarrays can provide a snapshot of the level of expression of all the genes in the cell. Such snapshots can be used to study fundamental biological phenomena such as development or evolution, to determine the function of new genes, to infer the role individual genes or groups of genes may play in diseases, and to monitor the effect of drugs and other compounds on gene expression. Originally published in 2002, this inter-disciplinary introduction to DNA arrays will be of value to anyone with an a interest in this powerful technology.

Guide to Analysis of DNA Microarray Data

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Publisher : John Wiley & Sons
ISBN 13 : 047167026X
Total Pages : 194 pages
Book Rating : 4.4/5 (716 download)

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Book Synopsis Guide to Analysis of DNA Microarray Data by : Steen Knudsen

Download or read book Guide to Analysis of DNA Microarray Data written by Steen Knudsen and published by John Wiley & Sons. This book was released on 2005-03-04 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

DNA Microarrays: Gene Expression Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 3642565174
Total Pages : 139 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis DNA Microarrays: Gene Expression Applications by : B.R. Jordan

Download or read book DNA Microarrays: Gene Expression Applications written by B.R. Jordan and published by Springer Science & Business Media. This book was released on 2013-12-01 with total page 139 pages. Available in PDF, EPUB and Kindle. Book excerpt: This complete and practical manual on expression measurement using DNA arrays covers the existing methods (from nylon macroarrays to oligonucleotide chips) and includes detailed protocols. It has been written by practising scientists who have experienced the difficulties involved in actually using microarrays, and provides helpful advice and hints on setting up these powerful but sometimes tricky methods. Software, data mining procedures and probable future developments, which should be useful to any practising scientist interested in expression measurement, are also covered in this book.

DNA Microarrays, Part B: Databases and Statistics

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Author :
Publisher : Elsevier
ISBN 13 : 0080464661
Total Pages : 506 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis DNA Microarrays, Part B: Databases and Statistics by :

Download or read book DNA Microarrays, Part B: Databases and Statistics written by and published by Elsevier. This book was released on 2006-08-28 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern DNA microarray technologies have evolved over the past 25 years to the point where it is now possible to take many million measurements from a single experiment. These two volumes, Parts A & B in the Methods in Enzymology series provide methods that will shepard any molecular biologist through the process of planning, performing, and publishing microarray results. Part A starts with an overview of a number of microarray platforms, both commercial and academically produced and includes wet bench protocols for performing traditional expression analysis and derivative techniques such as detection of transcription factor occupancy and chromatin status. Wet-bench protocols and troubleshooting techniques continue into Part B. These techniques are well rooted in traditional molecular biology and while they require traditional care, a researcher that can reproducibly generate beautiful Northern or Southern blots should have no difficulty generating beautiful array hybridizations. Data management is a more recent problem for most biologists. The bulk of Part B provides a range of techniques for data handling. This includes critical issues, from normalization within and between arrays, to uploading your results to the public repositories for array data, and how to integrate data from multiple sources. There are chapters in Part B for both the debutant and the expert bioinformatician. Provides an overview of platforms Includes experimental design and wet bench protocols Presents statistical and data analysis methods, array databases, data visualization and meta analysis

Exploration and Analysis of DNA Microarray and Other High-Dimensional Data

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 111836452X
Total Pages : 320 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis Exploration and Analysis of DNA Microarray and Other High-Dimensional Data by : Dhammika Amaratunga

Download or read book Exploration and Analysis of DNA Microarray and Other High-Dimensional Data written by Dhammika Amaratunga and published by John Wiley & Sons. This book was released on 2014-01-27 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Praise for the First Edition “...extremely well written...a comprehensive and up-to-date overview of this important field.” – Journal of Environmental Quality Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition provides comprehensive coverage of recent advancements in microarray data analysis. A cutting-edge guide, the Second Edition demonstrates various methodologies for analyzing data in biomedical research and offers an overview of the modern techniques used in microarray technology to study patterns of gene activity. The new edition answers the need for an efficient outline of all phases of this revolutionary analytical technique, from preprocessing to the analysis stage. Utilizing research and experience from highly-qualified authors in fields of data analysis, Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition features: A new chapter on the interpretation of findings that includes a discussion of signatures and material on gene set analysis, including network analysis New topics of coverage including ABC clustering, biclustering, partial least squares, penalized methods, ensemble methods, and enriched ensemble methods Updated exercises to deepen knowledge of the presented material and provide readers with resources for further study The book is an ideal reference for scientists in biomedical and genomics research fields who analyze DNA microarrays and protein array data, as well as statisticians and bioinformatics practitioners. Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition is also a useful text for graduate-level courses on statistics, computational biology, and bioinformatics.

DNA Arrays

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Publisher : Springer Science & Business Media
ISBN 13 : 1592592341
Total Pages : 268 pages
Book Rating : 4.5/5 (925 download)

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Book Synopsis DNA Arrays by : Jang B. Rampal

Download or read book DNA Arrays written by Jang B. Rampal and published by Springer Science & Business Media. This book was released on 2008-02-02 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: Microarray technology provides a highly sensitive and precise te- nique for obtaining information from biological samples, with the added advantage that it can handle a large number of samples simultaneously that may be analyzed rapidly. Researchers are applying microarray technology to understand gene expression, mutation analysis, and the sequencing of genes. Although this technology has been experimental, and thus has been through feasibility studies, it has just recently entered into widespread use for advanced research. The purpose of DNA Arrays: Methods and Protocols is to provide instruction in designing and constructing DNA arrays, as well as hybridizing them with biological samples for analysis. An additional purpose is to p- vide the reader with a broad description of DNA-based array technology and its potential applications. This volume also covers the history of DNA arrays—from their conception to their ready off-the-shelf availability—for readers who are new to array technology as well as those who are well versed in this field. Stepwise, detailed experimental procedures are described for constructing DNA arrays, including the choice of solid support, attachment methods, and the general conditions for hybridization. With microarray technology, ordered arrays of oligonucleotides or other DNA sequences are attached or printed to the solid support using au- mated methods for array synthesis. Probe sequences are selected in such a way that they have the appropriate sequence length, site of mutation, and T .

DNA Microarrays

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Author :
Publisher : Taylor & Francis
ISBN 13 : 1134243995
Total Pages : 320 pages
Book Rating : 4.1/5 (342 download)

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Book Synopsis DNA Microarrays by : Ulrike Nuber

Download or read book DNA Microarrays written by Ulrike Nuber and published by Taylor & Francis. This book was released on 2007-01-24 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: "DNA Microarrays" introduces the reader to the different types of DNA microarrays and their various applications. Furthermore, several data analysis methods are described. It is written for scientists who are entering the field of DNA microarrays, as well as for those already familiar with the technology, but interested in new applications and methods.

DNA Microarrays, Part A: Array Platforms and Wet-Bench Protocols

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Author :
Publisher : Elsevier
ISBN 13 : 0080464653
Total Pages : 506 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis DNA Microarrays, Part A: Array Platforms and Wet-Bench Protocols by :

Download or read book DNA Microarrays, Part A: Array Platforms and Wet-Bench Protocols written by and published by Elsevier. This book was released on 2011-08-19 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern DNA microarray technologies have evolved over the past 25 years to the point where it is now possible to take many million measurements from a single experiment. These two volumes, Parts A & B in the Methods in Enzymology series provide methods that will shepard any molecular biologist through the process of planning, performing, and publishing microarray results. Part A starts with an overview of a number of microarray platforms, both commercial and academically produced and includes wet bench protocols for performing traditional expression analysis and derivative techniques such as detection of transcription factor occupancy and chromatin status. Wet-bench protocols and troubleshooting techniques continue into Part B. These techniques are well rooted in traditional molecular biology and while they require traditional care, a researcher that can reproducibly generate beautiful Northern or Southern blots should have no difficulty generating beautiful array hybridizations. Data management is a more recent problem for most biologists. The bulk of Part B provides a range of techniques for data handling. This includes critical issues, from normalization within and between arrays, to uploading your results to the public repositories for array data, and how to integrate data from multiple sources. There are chapters in Part B for both the debutant and the expert bioinformatician. Provides an overview of platforms Includes experimental design and wet bench protocols Presents statistical and data analysis methods, array databases, data visualization and meta-analysis

Microarray Innovations

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Author :
Publisher : CRC Press
ISBN 13 : 1420094513
Total Pages : 362 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Microarray Innovations by : Gary Hardiman

Download or read book Microarray Innovations written by Gary Hardiman and published by CRC Press. This book was released on 2009-04-02 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, high-density DNA microarrays have revolutionized biomedical research and drug discovery efforts by the pharmaceutical industry. Their efficacy in identifying and prioritizing drug targets based on their ability to confirm a large number of gene expression measurements in parallel has become a key element in drug discovery. Microarr

Exploration and Analysis of DNA Microarray and Protein Array Data

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470317965
Total Pages : 270 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis Exploration and Analysis of DNA Microarray and Protein Array Data by : Dhammika Amaratunga

Download or read book Exploration and Analysis of DNA Microarray and Protein Array Data written by Dhammika Amaratunga and published by John Wiley & Sons. This book was released on 2009-09-25 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: A cutting-edge guide to the analysis of DNA microarray data Genomics is one of the major scientific revolutions of this century, and the use of microarrays to rapidly analyze numerous DNA samples has enabled scientists to make sense of mountains of genomic data through statistical analysis. Today, microarrays are being used in biomedical research to study such vital areas as a drug’s therapeutic value–or toxicity–and cancer-spreading patterns of gene activity. Exploration and Analysis of DNA Microarray and Protein Array Data answers the need for a comprehensive, cutting-edge overview of this important and emerging field. The authors, seasoned researchers with extensive experience in both industry and academia, effectively outline all phases of this revolutionary analytical technique, from the preprocessing to the analysis stage. Highlights of the text include: A review of basic molecular biology, followed by an introduction to microarrays and their preparation Chapters on processing scanned images and preprocessing microarray data Methods for identifying differentially expressed genes in comparative microarray experiments Discussions of gene and sample clustering and class prediction Extension of analysis methods to protein array data Numerous exercises for self-study as well as data sets and a useful collection of computational tools on the authors’ Web site make this important text a valuable resource for both students and professionals in the field.

DNA Microarrays

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Publisher :
ISBN 13 :
Total Pages : 744 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis DNA Microarrays by : David Bowtell

Download or read book DNA Microarrays written by David Bowtell and published by . This book was released on 2003 with total page 744 pages. Available in PDF, EPUB and Kindle. Book excerpt: DNA microarray technology is a new and powerful means to analyze genomes and characterize patterns of gene expression. Its applications are widespread across the many fields of plant and animal biological and biomedical research. This manual, designed to extend and to complement the information in the best–selling Molecular Cloning,is a synthesis of the expertise and experience of more than 30 contributors—all innovators in a fast–moving field. DNA Microarraysprovides authoritative, detailed instruction on the design, construction, and applications of microarrays, as well as comprehensive descriptions of the software tools and strategies required for analysis of images and data.