Bayesian Inference for Gene Expression and Proteomics
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Bayesian Inference for Gene Expression and Proteomics by Kim-Anh Do
Book DescriptionThe interdisciplinary nature of bioinformatics presents a research challenge in integrating concepts, methods, software and multiplatform data. Although there have been rapid developments in new technology and an inundation of statistical methods for addressing other types of high-throughput data, such as proteomic profiles that arise from mass spectrometry experiments. This book discusses the development and application of Bayesian methods in the analysis of high-throughput bioinformatics data that arise from medical, in particular, cancer research, as well as molecular and structural biology. The Bayesian approach has the advantage that evidence can be easily and flexibly incorporated into statistical methods. A basic overview of the biological and technical principles behind multi-platform high-throughput experimentation is followed by expert reviews of Bayesian methodology, tools and software for single group inference, group comparisons, classification and clustering, motif discovery and regulatory networks, and Bayesian networks and gene interactions.
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Book DetailsISBN: 9780521860925
(228mm x 152mm x 28mm)
Imprint: Cambridge University Press
Publisher: Cambridge University Press
Publish Date: 24-Jul-2006
Country of Publication: United Kingdom
Books By Author Kim-Anh Do
Advances in Statistical Bioinformatics, Hardback (June 2013)
This book describes the integration of high-throughput bioinformatics data from multiple platforms to inform our understanding of the functional consequences of genomic alterations.
Bayesian Inference for Gene Expression and Proteomics, Paperback (April 2012)
Expert overviews of Bayesian methodology, tools and software for multi-platform high-throughput experimentation.
Analyzing Microarray Gene Expression Data, Hardback (August 2004)» View all books by Kim-Anh Do
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.
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Author Biography - Kim-Anh Do
Kim-Anh Do is a Professor in the Department of Biostatistics and Applied Mathematics at the University of Texas M. D. Anderson Cancer Center. Her research interests are in computer-intensive statistical methods with recent focus in the development of methodology and software to analyze data produced from high-throughput optimization. Peter Muller is a Professor in the Department of Biostatistics and Applied Mathematics at the University of Texas M. D. Anderson Cancer Center. His research interests and contributions are in the areas of Markov chain Monte Carlo posterior simulation, nonparametric Bayesian inference, hierarchical models, mixture models and Bayesian decisions problems. Marina Vannucci is a Professor of Statistics at Rice University. Her research focuses on the theory and practice of Bayesian variable selection techniques and on the development of wavelet-based statistical models and their applications. Her work is often motivated by real problems that need to be addressed with suitable statistical methods.
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