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COMPUTATIONAL ANALYSIS OF BIOC


en Paperback – 31 aug 2000
Throughout the foreseeable future, research in medicine, molecular biology, and biotechnology will be dominated by scientific advances resulting from the Human Genome Project. Knowledge of genomes will elucidate disease patterns and promise improved and personalized treatments. Food and drug development will be revolutionized by focused manipulation of genes and biochemical processes. Researchers will begin to construct metabolic pathways from scratch. A true understanding of genetic and metabolic function and design will depend on mathematical and computational methods for analyzing biochemical systems. It will require new ways of thinking and novel approaches of integrative analysis. This book teaches biochemists and molecular biologists the use of modern computational methods for the analysis of complex biomedical systems without assuming more than a modest background in mathematics. The book begins with representations of biochemical systems, provides guidelines for setting up models, discusses in detail mathematical and computational methods of parameter estimation and model analysis, and ultimately connects to the modern literature with four detailed case studies. Every step is illustrated with examples and explored with accompanying software.
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Specificații

ISBN-13: 9780521785792
ISBN-10: 0521785790
Pagini: 544
Ilustrații: 182 b/w illus. 37 tables 235 exercises
Dimensiuni: 178 x 252 x 27 mm
Greutate: 0.98 kg
Editura: Cambridge University Pr.
Locul publicării:New York, United States

Cuprins

Preface; Introduction; 1. Graphical representation of biochemical systems; 2. Models of biochemical systems; 3. From maps to equations; 4. Computer simulation; 5. Parameter estimation; 6. Analytical steady-state evaluation; 7. Sensitivity analysis; 8. Case study 1 - Anaerobic fermentation pathway in Saccharomyces cerevisiae; 9. Case study 2 - diagnosis and refinement of a model of the tricarboxylic acid cycle in Dictyostelium discoideum; 10. Case study 3 - A sequence of models describing purine metabolism; 11. Case study 4 - Algebraic analysis of the initial steps of the Glycolytic-Glycogenolytic pathway in perfused rat liver; 12. Epilogue-Canonical modeling beyond biochemistry; Appendix; Hints and solutions; References; Author index; Subject index.

Recenzii

'… is not only a fine, but a long overdue, book … this is an excellent introduction to a complex field, which I am happy to recommend to anyone.' Darren Flower, Chemistry in Britain

Descriere

Teaches the use of modern computational methods for the analysis of biomedical systems using case studies and accompanying software.