Mathematical Modeling in Systems Biology by Brian P. Ingalls

Mathematical Modeling in Systems Biology

An Introduction

Brian P. Ingalls

MIT Press · Print & ebook · June 7, 2022

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Who it’s for
An introduction to modeling molecular systems biology, from core concepts to domain-specific applications.
Genres
Molecular Biology, Applied Math, Ordinary Differential Equations
Published
MIT Press, June 7, 2022

About this book

An introduction to the mathematical concepts and techniques needed for the construction and analysis of models in molecular systems biology. Systems techniques are integral to current research in molecular cell biology, and system-level investigations are often accompanied by mathematical models. These models serve as working hypotheses: they help us to understand and predict the behavior of complex systems.

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This book offers an introduction to mathematical concepts and techniques needed for the construction and interpretation of models in molecular systems biology. It is accessible to upper-level undergraduate or graduate students in life science or engineering who have some familiarity with calculus, and will be a useful reference for researchers at all levels. The first four chapters cover the basics of mathematical modeling in molecular systems biology. The last four chapters address specific biological domains, treating modeling of metabolic networks, of signal transduction pathways, of gene regulatory networks, and of electrophysiology and neuronal action potentials. Chapters 3–8 end with optional sections that address more specialized modeling topics. Exercises, solvable with pen-and-paper calculations, appear throughout the text to encourage interaction with the mathematical techniques. More involved end-of-chapter problem sets require computational software. Appendixes provide a review of basic concepts of molecular biology, additional mathematical background material, and tutorials for two computational software packages (XPPAUT and MATLAB) that can be used for model simulation and analysis.

Molecular Systems Models

An introduction to modeling molecular systems biology, from core concepts to domain-specific applications.

Come here for

  • Modeling metabolic networks
  • Modeling signal transduction pathways

Expect

  • Pen-and-paper exercises appear throughout the text.
  • End-of-chapter problem sets require computational software.

Where it sits

Molecular Biology74%
Ordinary Differential Equations40%
Applied Math34%

Percentages are BookFrontier’s reading of the book.

Publisher categories

  • Biology
  • Molecular Modeling
Authors
Brian P. Ingalls
Publisher
MIT Press
Published
June 7, 2022
Format
Print & ebook
Reading lane
Biology