Introduction to Computational Systems Biology : Systems-Level Modelling of Cellular Networks

By: Raman, KarthikLanguage: English Publication details: Boca Raton Chapman and Hall/CRC 2021Description: xxii, 336pISBN: 9781138597327 (HB)Subject(s): Statistical genetics and bioinformatics | Computational Biology
Contents:
Introduction to modelling Introduction to graph theory Structure of networks Applications of network biology Introduction to dynamic modelling Parameter estimation Discrete dynamic models: Boolean networks Introduction to constraint-based modelling Extending constraint-based approaches Perturbations to metabolic networks Modelling cellular interactions Designing biological circuits Robustness and evolvability of biological systems
Summary: This book delivers a comprehensive and insightful account of applying mathematical modelling approaches to very large biological systems and networks—a fundamental aspect of computational systems biology. The book covers key modelling paradigms in detail, while at the same time retaining a simplicity that will appeal to those from less quantitative fields. Key Features: 1. A hands-on approach to modelling 2. Covers a broad spectrum of modelling, from static networks to dynamic models and constraint-based models 3. Thoughtful exercises to test and enable understanding of concepts 4. State-of-the-art chapters on exciting new developments, like community modelling and biological circuit design 5. Emphasis on coding and software tools for systems biology 6. Companion website featuring lecture videos, figure slides, codes, supplementary exercises, further reading, and appendices: https://ramanlab.github.io/SysBioBook/ An Introduction to Computational Systems Biology: Systems-Level Modelling of Cellular Networks is highly multi-disciplinary and will appeal to biologists, engineers, computer scientists, mathematicians and others.
Item type: BOOKS List(s) this item appears in: New Arrivals (16 April 2024)
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Introduction to modelling
Introduction to graph theory
Structure of networks
Applications of network biology
Introduction to dynamic modelling
Parameter estimation
Discrete dynamic models: Boolean networks
Introduction to constraint-based modelling
Extending constraint-based approaches
Perturbations to metabolic networks
Modelling cellular interactions
Designing biological circuits
Robustness and evolvability of biological systems

This book delivers a comprehensive and insightful account of applying mathematical modelling approaches to very large biological systems and networks—a fundamental aspect of computational systems biology. The book covers key modelling paradigms in detail, while at the same time retaining a simplicity that will appeal to those from less quantitative fields.

Key Features:

1. A hands-on approach to modelling
2. Covers a broad spectrum of modelling, from static networks to dynamic models and constraint-based models
3. Thoughtful exercises to test and enable understanding of concepts
4. State-of-the-art chapters on exciting new developments, like community modelling and biological circuit design
5. Emphasis on coding and software tools for systems biology
6. Companion website featuring lecture videos, figure slides, codes, supplementary exercises, further reading, and appendices: https://ramanlab.github.io/SysBioBook/

An Introduction to Computational Systems Biology: Systems-Level Modelling of Cellular Networks is highly multi-disciplinary and will appeal to biologists, engineers, computer scientists, mathematicians and others.

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