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Design Principles for Biological Adaptation: A Systems and Control-Theoretic Treatment
Priyan Bhattacharya1,2,3, Karthik Raman4,5,6, Arun K Tangirala7,8
1Department of Chemical Engineering, Indian Institute of Technology, Madras (IIT Madras), Chennai, India.
Methods in Molecular Biology (Clifton, N.J.)
|March 12, 2024
Summary
This study introduces a systems theory-based method to identify all biological network structures enabling perfect adaptation. The approach uses performance parameters and algebraic graph theory for scalable and generalizable design principles.
Area of Science:
- Systems biology
- Biochemical network analysis
- Control theory
Background:
- Understanding biological system design principles is key for bio-systems engineering.
- Perfect adaptation allows organisms to maintain essential functions despite external disturbances.
- Existing methods for identifying adaptive network structures are computationally intensive or incomplete.
Purpose of the Study:
- To develop a scalable and generalizable method for identifying all possible adaptation-capable network structures.
- To map functionality (perfect adaptation) to underlying network structure (design principles).
- To advance the understanding and design of complex biochemical networks.
Main Methods:
- Characterizing perfect adaptation using established performance parameters.
- Mapping performance parameters to dynamical system parameters (poles, zeros, gain) from rate equations.
- Utilizing algebraic graph theory to translate mathematical conditions into structural requirements.
Main Results:
- An exhaustive set of adaptation-capable network structures is identified.
- The method provides precise mathematical conditions for perfect adaptation based on system parameters.
- The approach is independent of specific dynamics and applicable to networks of any size.
Conclusions:
- The proposed method offers a significant advancement in understanding and designing bio-systems.
- It provides a comprehensive framework for identifying design principles of perfect adaptation.
- This work facilitates the engineering of robust biological functions.
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