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Published on: May 19, 2014
Analysis of protein synthesis dynamic model in eukaryotic cells: Input control
1Norwegian University of Science and Technology, Department of Chemical Engineering, Trondheim NO-7491, Norway. barc@itk.ntnu.no
Mathematical Biosciences
|March 17, 2009
Summary
This study analyzes protein synthesis control using a eukaryotic initiation factor (eIF)-2 model. Mathematical control strategies were developed, demonstrating that manipulating eIF-2 can regulate protein synthesis rates.
Area of Science:
- Mathematical Biology
- Molecular Biology
- Systems Biology
Background:
- Protein synthesis is a fundamental cellular process.
- Regulation of protein synthesis is crucial for cell function and disease.
- Eukaryotic initiation factor 2 (eIF-2) plays a key role in initiating protein synthesis.
Purpose of the Study:
- To analyze and propose control methods for the protein synthesis initiation model based on eIF-2.
- To simplify the complex non-linear model through linearization for control applications.
- To investigate the effects of key regulatory factors and develop a control strategy for protein synthesis rate.
Main Methods:
- Linearization of the non-linear protein synthesis initiation model.
- Simulation-based comparison of linear and non-linear models.
- Application of linear optimal control theory.
- Analysis of input signals (GCN2.tRNA, eIF-2) on the non-linear system.
- State feedback control design.
Main Results:
- The linearized model was found to be marginally stable with states converging to finite values.
- Overexpression of eIF-2 was shown to increase 48S initiation complex concentration and promote initiation rate, consistent with experimental findings.
- A state feedback control strategy was successfully designed to manipulate the initiation rate by controlling the 48S initiation complex concentration.
Conclusions:
- The linearized model provides a valid approximation for control design within a specific range.
- Mathematical analysis confirmed experimental observations regarding eIF-2 function and its impact on protein synthesis initiation.
- A viable state feedback control strategy was demonstrated for precise manipulation of protein synthesis rates, paving the way for potential therapeutic interventions.
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