Systems Biology: Simulation of Dynamic Network States

Systems Biology: Simulation of Dynamic Network States

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Description

Biophysical models have been used in biology for decades, but they have been limited in scope and size. In this book, Bernhard O. Palsson shows how network reconstructions that are based on genomic and bibliomic data, and take the form of established stoichiometric matrices, can be converted into dynamic models using metabolomic and fluxomic data. The Mass Action Stoichiometric Simulation (MASS) procedure can be used for any cellular process for which data is available and allows a scalable step-by-step approach to the practical construction of network models. Specifically, it can treat integrated processes that need explicit accounting of small molecules and protein, which allows simulation at the molecular level. The material has been class-tested by the author at both the undergraduate and graduate level. All computations in the text are available online in MATLAB (R) and Mathematica (R) workbooks, allowing hands-on practice with the material.show more

Product details

  • Electronic book text | 332 pages
  • CAMBRIDGE UNIVERSITY PRESS
  • Cambridge University Press (Virtual Publishing)
  • Cambridge, United Kingdom
  • English
  • 126 b/w illus.
  • 1139119583
  • 9781139119580

Table of contents

Preface; 1. Introduction; 2. Basic concepts; Part I. Simulation of Dynamic States: 3. Dynamic simulation: the basic procedure; 4. Chemical reactions; 5. Enzyme kinetics; 6. Open systems; Part II. Biological Characteristics: 7. Orders of magnitude; 8. Stoichiometric structure; 9. Regulation as elementary phenomena; Part III. Metabolism: 10. Glycolysis; 11. Coupling pathways; 12. Building networks; Part IV. Macromolecules: 13. Hemoglobin; 14. Regulated enzymes; 15. Epilogue; A. Nomenclature; B. Homework problems; References; Index.show more

About Bernhard O. Palsson

Bernhard O. Palsson is the Galletti Professor of Bioengineering and Adjunct Professor of Medicine at the University of California, San Diego.show more

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