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Robust Stabilizing Control of Perturbed Biological Networks via Coordinate Transformation and Algebraic Analysis
This study introduces a robust control method for biological systems using Boolean networks (BNs). The approach stabilizes normal and mutated networks to desired states, ensuring system stability despite perturbations.
Area of Science:
- Systems Biology
- Control Theory
- Computational Biology
Background:
- Biological systems can be modeled using Boolean networks (BNs).
- Mutations can disrupt BN dynamics, preventing stabilization to desired attractors.
- Robust control is essential for maintaining biological system stability.
Purpose of the Study:
- To develop a robust stabilizing control strategy for populations of Boolean networks with perturbed dynamics.
- To ensure nominal BNs converge to a desired attractor and perturbed BNs to their closest possible attractors.
Main Methods:
- A two-step control strategy is proposed.
- Step 1: Transform and reduce the nominal BN to a sub-BN, applying feedback vertex set (FVS) control.
- Step 2: Apply derived control inputs and account for mutated nodes to identify residual dynamics, using canalization effects for additional control.
Main Results:
- The proposed control scheme successfully stabilizes nominal BNs to the desired attractor.
- Perturbed BNs are guided to their closest possible attractors, demonstrating robustness.
- Numerical experiments on random and complex biological networks validate the control scheme's performance.
Conclusions:
- The developed robust control strategy effectively manages perturbations in Boolean network models of biological systems.
- This method offers a way to achieve stable system dynamics even in the presence of mutations.
- The findings have implications for understanding and controlling complex biological processes.
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