Introduction to Genomic Signal Processing with Control
Autor Aniruddha Datta, Edward R. Doughertyen Limba Engleză Hardback – 14 noi 2006
The book builds up the necessary molecular biology background with a basic review of organic chemistry and an introduction of DNA, RNA, and proteins, followed by a description of the processes of transcription and translation and the genetic code that is used to carry out the latter. It discusses control of gene expression, introduces genetic engineering tools such as microarrays and PCR, and covers cell cycle control and tissue renewal in multi-cellular organisms.
The authors then delineate how the engineering approaches of classification and clustering are appropriate for carrying out gene-based disease classification. This leads naturally to expression prediction, which in turn leads to genetic regulatory networks. The book concludes with a discussion of control approaches that can be used to alter the behavior of such networks in the hope that this alteration will move the network from a diseased state to a disease-free state.
Written by recognized leaders in this emerging field, the book provides the exact amount of molecular biology required to understand the engineering applications. It is a self-contained resource that spans the diverse disciplines of molecular biology and electrical engineering.
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Specificații
ISBN-13: 9780849371981
ISBN-10: 0849371988
Pagini: 288
Ilustrații: 123 b/w images, 32 color images, 4 tables, 30 halftones and 200 equations
Dimensiuni: 156 x 234 x 22 mm
Greutate: 0.57 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 0849371988
Pagini: 288
Ilustrații: 123 b/w images, 32 color images, 4 tables, 30 halftones and 200 equations
Dimensiuni: 156 x 234 x 22 mm
Greutate: 0.57 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Public țintă
ProfessionalCuprins
Introduction. Review of Organic Chemistry. Energy Considerations in Biochemical Reactions. Proteins. DNA. Transcription and Translation. Chromosomes and Gene Regulation. Genetic Variation. DNA Technology. Cell Division. Cell Cycle Control,Cell Death and Cancer. Expression Microarrays. Classification. Clustering. Genetic Regulatory Networks. Intervention. External Intervention Based on Optimal Control Theory. References. Index.
Notă biografică
Aniruddha Datta, Edward R. Dougherty
Descriere
Introduction to Genomic Signal Processing with Control provides a tutorial introduction to the current engineering research in genomics. This book presents the necessary molecular biology background, assuming no prior exposure, and discusses the application of engineering approaches for attacking the challenging problems that arise in genomics-related research. It also discusses classification and clustering, showing how they are appropriate for carrying out gene-based disease classification, as well as control approaches that can be used to alter the behavior of genetic regulatory networks. The authors include examples in each chapter and the latest engineering results obtained in the genomics context.