Systems Biology: Simulation of Dynamic Network States
Seiten
2011
Cambridge University Press (Verlag)
978-1-107-00159-6 (ISBN)
Cambridge University Press (Verlag)
978-1-107-00159-6 (ISBN)
Large omics data sets are difficult to interpret and use, but this practical book teaches how to build complex dynamical models of biochemical networks and simulate their responses. All examples in the text are available in MATLAB® and Mathematica® workbooks, allowing easy hands-on practice.
Biophysical models have been used in biology for decades, but they have been limited in scope and size. In this book, Bernhard Ø. 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® and Mathematica® workbooks, allowing hands-on practice with the material.
Biophysical models have been used in biology for decades, but they have been limited in scope and size. In this book, Bernhard Ø. 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® and Mathematica® workbooks, allowing hands-on practice with the material.
Bernhard Ø. Palsson is the Galletti Professor of Bioengineering and Adjunct Professor of Medicine at the University of California, San Diego.
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.
| Zusatzinfo | 35 Halftones, unspecified; 91 Line drawings, unspecified |
|---|---|
| Verlagsort | Cambridge |
| Sprache | englisch |
| Maße | 182 x 254 mm |
| Gewicht | 800 g |
| Themenwelt | Mathematik / Informatik ► Mathematik ► Angewandte Mathematik |
| Naturwissenschaften ► Biologie ► Genetik / Molekularbiologie | |
| ISBN-10 | 1-107-00159-5 / 1107001595 |
| ISBN-13 | 978-1-107-00159-6 / 9781107001596 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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