Bioinformatics and the Cell: Modern Computational Approaches in Genomics, Proteomics and Transcriptomics - Softcover

Xia, Xuhua

Softcover

ISBN 10: 1441943919 ISBN 13: 9781441943910

Publisher: Springer, 2010

Synopsis

Bioinformatics and the Cell The many books that have been published on bioinformatics tend toward either of two extremes: those that feature computational details with a great deal of mathematics, for computational scientists and mathematicians; and those that treat bioinformatics as a giant black box, for biologists. This is the first book using comprehensive numerical illustration of mathematical techniques and computational algorithms used in bioinformatics that converts molecular data into organized biological knowledge.

About this title

Review:

From the reviews:

"In this book the author makes an ‘effort to render both mathematical equations and biology to numbers’. ... he works out a lot of illustrative examples to make biologists understand the mathematics and computational scientists understand the biology of a wide range of problems in bioinformatics. ... The book is addressed to graduate students majoring in sciences and software engineering. Biologists with a sound knowledge of computer programming should be able to implement the presented algorithms in their own programs." (Wiebke Werft, Zentralblatt MATH, Vol. 1166, 2009)

From the Back Cover:

"Xuhua Xia’s Bioinformatics and the Cell is a welcome addition to the bourgeoning field of bioinformatics text books. Xia stakes out a too-often neglected middle ground in bioinformatics by presenting a work that emphasizes methods’ biological utility without eschewing algorithmic formalism. Readers will find a well-rounded presentation of bioinformatics techniques employed in genomics, transcriptomics and proteomics – unified throughout by the common theme of molecular evolution."

- I. King Jordan, School of Biology, Georgia Institute of Technology

"Bioinformatics and the Cell is a remarkable book because it integrates the more technical and mathematical aspects of bioinformatics with concrete examples of their application to current research problems in molecular and cellular biology. I believe that this broad, unified approach is made possible, in large part, by the very wide scope of Dr. Xia’s own research experience. The integration of genomics, proteomics and transcriptomics into a single volume makes this book required reading for students entering the new and emerging field of Systems Biology. This is truly a path breaking book."

- Donal Hickey, Concordia University, Montreal, Quebec, Canada

Bioinformatics and the Cell is the first book with comprehensive numerical illustration of mathematical techniques and computational algorithms used in bioinformatics to convert the rapidly increasing molecular data into organized biological knowledge, with a focus on interactions among DNA, RNA and proteins in the cell. A sample of the illustrated algorithms includes:

• String matching algorithms with associated statistics
• Sequence alignment with the affine function and profile alignment for multiple sequence alignment
• Contig assembly algorithms
• Perceptrons
• Hidden Markov models
• Gibbs sampler
• Self-organizing map
• Algorithms in molecular phylogenetics
• EM algorithm for maximum likelihood calculation
• Monte Carlo integration and Markov chain Monte Carlo algorithms for Bayesian inference
• Mass deconvolution and computational methods for peptide mass fingerprinting

By rendering both mathematics and biology to numbers, this book should appeal not only to biologists, but also to mathematicians, biostatisticians, and computational scientists, especially those younger ones with an ambition to conquer the rough terrain of bioinformatics.

Dr. Xuhua Xia obtained his PhD in population biology at University of Western Ontario in 1990 and made his entry into molecular evolution and phylogenetics at University of Washington in 1993. He was recruited by University of Hong Kong in 1996 as an assistant professor, and served as a senior scientist and the founding head of the Bioinformatics Laboratory of HKU-Pasteur Research Centre. Dr. Xia joined University of Ottawa in 2002 where he is cross-appointed to both Biology Department and the School of Information Technology Engineering. He is an active member in the Center for Advanced Research in Environmental Genomics and the Ottawa Institute of Systems Biology. His web site is at http://dambe.bio.uottawa.ca.

About this edition

• Publisher: Springer
• Publication date: 2010
• ISBN 10: 1441943919
• ISBN 13: 9781441943910
• Binding: Paperback
• Number of pages: 366