Computational Modeling Of Gene Regulatory Networks - A Primer

Computational Modeling Of Gene Regulatory Networks - A Primer PDF Author: Hamid Bolouri
Publisher: World Scientific Publishing Company
ISBN: 1848168187
Category : Science
Languages : en
Pages : 341

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Book Description
This book serves as an introduction to the myriad computational approaches to gene regulatory modeling and analysis, and is written specifically with experimental biologists in mind. Mathematical jargon is avoided and explanations are given in intuitive terms. In cases where equations are unavoidable, they are derived from first principles or, at the very least, an intuitive description is provided. Extensive examples and a large number of model descriptions are provided for use in both classroom exercises as well as self-guided exploration and learning. As such, the book is ideal for self-learning and also as the basis of a semester-long course for undergraduate and graduate students in molecular biology, bioengineering, genome sciences, or systems biology./a

Computational Modeling Of Gene Regulatory Networks - A Primer

Computational Modeling Of Gene Regulatory Networks - A Primer PDF Author: Hamid Bolouri
Publisher: World Scientific Publishing Company
ISBN: 1848168187
Category : Science
Languages : en
Pages : 341

Get Book Here

Book Description
This book serves as an introduction to the myriad computational approaches to gene regulatory modeling and analysis, and is written specifically with experimental biologists in mind. Mathematical jargon is avoided and explanations are given in intuitive terms. In cases where equations are unavoidable, they are derived from first principles or, at the very least, an intuitive description is provided. Extensive examples and a large number of model descriptions are provided for use in both classroom exercises as well as self-guided exploration and learning. As such, the book is ideal for self-learning and also as the basis of a semester-long course for undergraduate and graduate students in molecular biology, bioengineering, genome sciences, or systems biology./a

Modeling and Analysis of Gene Regulatory Networks

Modeling and Analysis of Gene Regulatory Networks PDF Author: Athanasios Polynikis
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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Book Description


Emerging Research in the Analysis and Modeling of Gene Regulatory Networks

Emerging Research in the Analysis and Modeling of Gene Regulatory Networks PDF Author: Ivanov, Ivan V.
Publisher: IGI Global
ISBN: 1522503544
Category : Medical
Languages : en
Pages : 437

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Book Description
While technological advancements have been critical in allowing researchers to obtain more and better quality data about cellular processes and signals, the design and practical application of computational models of genomic regulation continues to be a challenge. Emerging Research in the Analysis and Modeling of Gene Regulatory Networks presents a compilation of recent and emerging research topics addressing the design and use of technology in the study and simulation of genomic regulation. Exploring both theoretical and practical topics, this publication is an essential reference source for students, professionals, and researchers working in the fields of genomics, molecular biology, bioinformatics, and drug development.

Analysis of Deterministic Cyclic Gene Regulatory Network Models with Delays

Analysis of Deterministic Cyclic Gene Regulatory Network Models with Delays PDF Author: Mehmet Eren Ahsen
Publisher: Birkhäuser
ISBN: 3319156063
Category : Science
Languages : en
Pages : 104

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Book Description
This brief examines a deterministic, ODE-based model for gene regulatory networks (GRN) that incorporates nonlinearities and time-delayed feedback. An introductory chapter provides some insights into molecular biology and GRNs. The mathematical tools necessary for studying the GRN model are then reviewed, in particular Hill functions and Schwarzian derivatives. One chapter is devoted to the analysis of GRNs under negative feedback with time delays and a special case of a homogenous GRN is considered. Asymptotic stability analysis of GRNs under positive feedback is then considered in a separate chapter, in which conditions leading to bi-stability are derived. Graduate and advanced undergraduate students and researchers in control engineering, applied mathematics, systems biology and synthetic biology will find this brief to be a clear and concise introduction to the modeling and analysis of GRNs.

Probabilistic Boolean Networks

Probabilistic Boolean Networks PDF Author: Ilya Shmulevich
Publisher: SIAM
ISBN: 0898716926
Category : Mathematics
Languages : en
Pages : 276

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Book Description
The first comprehensive treatment of probabilistic Boolean networks, unifying different strands of current research and addressing emerging issues.

Modeling and Analysis of Perturbations in Gene Regulatory Networks

Modeling and Analysis of Perturbations in Gene Regulatory Networks PDF Author: Guy Karlebach
Publisher:
ISBN:
Category :
Languages : en
Pages : 89

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Book Description


Probabilistic Boolean Networks

Probabilistic Boolean Networks PDF Author: Ilya Shmulevich
Publisher: SIAM
ISBN: 0898717639
Category : Mathematics
Languages : en
Pages : 277

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Book Description
This is the first comprehensive treatment of probabilistic Boolean networks (PBNs), an important model class for studying genetic regulatory networks. This book covers basic model properties, including the relationships between network structure and dynamics, steady-state analysis, and relationships to other model classes." "Researchers in mathematics, computer science, and engineering are exposed to important applications in systems biology and presented with ample opportunities for developing new approaches and methods. The book is also appropriate for advanced undergraduates, graduate students, and scientists working in the fields of computational biology, genomic signal processing, control and systems theory, and computer science.

Protein-protein Interactions and Networks

Protein-protein Interactions and Networks PDF Author: Anna Panchenko
Publisher: Springer Science & Business Media
ISBN: 1848001258
Category : Science
Languages : en
Pages : 198

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Book Description
The biological interactions of living organisms, and protein-protein interactions in particular, are astonishingly diverse. This comprehensive book provides a broad, thorough and multidisciplinary coverage of its field. It integrates different approaches from bioinformatics, biochemistry, computational analysis and systems biology to offer the reader a comprehensive global view of the diverse data on protein-protein interactions and protein interaction networks.

Gene Network Inference

Gene Network Inference PDF Author: Alberto Fuente
Publisher: Springer Science & Business Media
ISBN: 3642451616
Category : Science
Languages : en
Pages : 135

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Book Description
This book presents recent methods for Systems Genetics (SG) data analysis, applying them to a suite of simulated SG benchmark datasets. Each of the chapter authors received the same datasets to evaluate the performance of their method to better understand which algorithms are most useful for obtaining reliable models from SG datasets. The knowledge gained from this benchmarking study will ultimately allow these algorithms to be used with confidence for SG studies e.g. of complex human diseases or food crop improvement. The book is primarily intended for researchers with a background in the life sciences, not for computer scientists or statisticians.

Simple Mathematical Models of Gene Regulatory Dynamics

Simple Mathematical Models of Gene Regulatory Dynamics PDF Author: Michael C. Mackey
Publisher: Springer
ISBN: 3319453181
Category : Medical
Languages : en
Pages : 128

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Book Description
This is a short and self-contained introduction to the field of mathematical modeling of gene-networks in bacteria. As an entry point to the field, we focus on the analysis of simple gene-network dynamics. The notes commence with an introduction to the deterministic modeling of gene-networks, with extensive reference to applicable results coming from dynamical systems theory. The second part of the notes treats extensively several approaches to the study of gene-network dynamics in the presence of noise—either arising from low numbers of molecules involved, or due to noise external to the regulatory process. The third and final part of the notes gives a detailed treatment of three well studied and concrete examples of gene-network dynamics by considering the lactose operon, the tryptophan operon, and the lysis-lysogeny switch. The notes contain an index for easy location of particular topics as well as an extensive bibliography of the current literature. The target audience of these notes are mainly graduates students and young researchers with a solid mathematical background (calculus, ordinary differential equations, and probability theory at a minimum), as well as with basic notions of biochemistry, cell biology, and molecular biology. They are meant to serve as a readable and brief entry point into a field that is currently highly active, and will allow the reader to grasp the current state of research and so prepare them for defining and tackling new research problems.