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An Optogenetic Method to Control and Analyze Gene Expression Patterns in Cell-to-cell Interactions
Published on: March 22, 2018
Parametric Sensitivity Analysis of Oscillatory Delay Systems with an Application to Gene Regulation
Brian Ingalls1, Maya Mincheva2, Marc R Roussel3
1Department of Applied Mathematics, University of Waterloo, Waterloo, Ontario, N2L 3G1, Canada. bingalls@uwaterloo.ca.
This study develops parametric sensitivity analysis for periodic solutions in delay-differential equations, focusing on extrema and period sensitivities. These methods aid in understanding evolutionary landscapes in gene expression models.
Area of Science:
- Mathematical Biology
- Dynamical Systems
- Computational Biology
Background:
- Delay-differential equations (DDEs) model complex biological systems, including gene expression networks.
- Periodic solutions in DDEs are crucial for understanding oscillatory behaviors.
- Parametric sensitivities are vital for analyzing model robustness and evolutionary dynamics.
Purpose of the Study:
- Develop a parametric sensitivity analysis method for periodic solutions of DDEs.
- Address challenges posed by phase shifts in sensitivity calculations.
- Apply the method to a gene expression model to explore evolutionary implications.
Main Methods:
- Focus on sensitivities of extrema and period to circumvent divergence issues caused by phase shifts.
- Compute amplitude sensitivities from extrema sensitivities.
- Utilize a specific oscillatory protein synthesis model with three delays.
Main Results:
- Successfully computed parametric sensitivities for periodic solutions, focusing on extrema and period.
- Demonstrated the utility of sensitivity analysis in characterizing the evolutionary landscape of a gene expression model.
- Identified directions of gradual evolutionary change based on computed sensitivities.
Conclusions:
- The developed sensitivity analysis provides a robust framework for studying DDEs with periodic solutions.
- This approach offers insights into the evolutionary trajectories of biological systems modeled by DDEs.
- Parametric sensitivities are valuable tools for understanding genotype-phenotype relationships and evolutionary adaptation.
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