This book addresses a number of questions from the perspective of complex systems: How can we quantitatively understand the life phenomena? How can we model life systems as complex bio-molecular networks? Are there any methods to clarify the relationships among the structures, dynamics and functions of bio-molecular networks? How can we statistically analyse large-scale bio-molecular networks?
Focusing on the modeling and analysis of bio-molecular networks, the book presents various sophisticated mathematical and statistical approaches. The life system can be described using various levels of bio-molecular networks, including gene regulatory networks, and protein-protein interaction networks. It first provides an overview of approaches to reconstruct various bio-molecular networks, and then discusses the modeling and dynamical analysis of simple genetic circuits, coupled genetic circuits, middle-sized and large-scale biological networks, clarifying the relationships between the structures, dynamics and functions of the networks covered. In the context of large-scale bio-molecular networks, it introduces a number of statistical methods for exploring important bioinformatics applications, including the identification of significant bio-molecules for network medicine and genetic engineering. Lastly, the book describes various state-of-art statistical methods for analysing omics data generated by high-throughput sequencing.
This book is a valuable resource for readers interested in applying systems biology, dynamical systems or complex networks to explore the truth of nature.
- ISBN:
- 9789811591464
- 9789811591464
-
Category:
- Molecular biology
- Format:
- Paperback
- Publication Date:
-
08-12-2021
- Publisher:
- Springer Verlag, Singapore
- Country of origin:
- Singapore
- Pages:
- 464
- Dimensions (mm):
- 235x155mm
- Weight:
- 0.74kg
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