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Network approach to understand biological systems: From single to multilayer networks
Sayantoni Chaudhuri1, Ashutosh Srivastava
1Discipline of Biological Engineering, Indian Institute of Technology,Gandhinagar 382355, India.
Network theory models complex biological systems. Multilayer networks offer a powerful framework for understanding these intricate systems across various biological scales, from molecular interactions to ecological networks.
Area of Science:
- Biology
- Network Science
- Systems Biology
Background:
- Network theory provides a framework for modeling real-world systems, including biological systems at various scales.
- Biological systems are often complex, comprising multiple interconnected subsystems and layers.
- Traditional network models may not fully capture the multifaceted nature of biological complexity.
Purpose of the Study:
- To introduce the network formalism for modeling biological systems.
- To explain the multilayer network paradigm and its application in biology.
- To review recent advances, challenges, and future prospects in multilayer biological network analysis.
Main Methods:
- Review of network theory principles applied to biological systems.
- Introduction to the concept and formalism of multilayer networks.
- Discussion of applications in protein-protein interaction, metabolic, transcriptional, and ecological networks.
Main Results:
- Multilayer networks effectively model biological systems at multiple scales, revealing deeper insights into their structure and dynamics.
- Recent advances in analyzing multilayer networks enhance the understanding of biological complexity.
- Applications span from molecular interactions to species interactions in ecosystems.
Conclusions:
- Multilayer network approaches are crucial for comprehending complex biological systems.
- Further research into the structure and dynamics of multilayer biological networks is warranted.
- Future prospects include addressing current challenges and expanding the application of these models.
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