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Systems-Theoretic Approaches to Design Biological Networks with Desired Functionalities
Priyan Bhattacharya1, Karthik Raman2,3,4, Arun K Tangirala5,6
1Department of Chemical Engineering, Indian Institute of Technology Madras, Chennai, India.
This study presents a systems theory-based method to identify biological network structures for desired functions. It efficiently deduces minimal network designs, like those enabling adaptation, without exhaustive searching.
Area of Science:
- Systems biology
- Synthetic biology
- Computational biology
Background:
- Identifying biological network structures for specific functions is crucial in systems and synthetic biology.
- Current methods include brute-force searches and systems theory approaches.
- Deducing design principles for complex biological functionalities remains a significant challenge.
Purpose of the Study:
- To introduce a generic, systems theory-inspired approach for deducing network structures underlying biological functionalities.
- To establish a methodology that identifies admissible minimal network structures without assuming specific rate kinetics.
- To demonstrate the approach using the functionality of adaptation.
Main Methods:
- Define performance parameters to establish necessary conditions for a given functionality.
- Map these conditions to requirements on the dynamical system parameters.
- Deduce admissible minimal network structures based on these requirements.
- Solve topology-functionality specific optimization problems for parameter identification.
Main Results:
- The proposed method efficiently deduces minimal network structures for biological functionalities.
- It bypasses computationally exhaustive brute-force searches for both topology and parameter identification.
- Applied to adaptation, the method identified minimal network structures consistent with existing literature.
Conclusions:
- A systems-theoretic framework provides an efficient alternative to brute-force methods for deducing biological network designs.
- The approach is general and applicable to various biological functionalities.
- This methodology aids in understanding and designing biological systems.
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