Quantifying Information of Dynamical Biochemical Reaction Networks
Zhiyuan Jiang1,2, You-Hui Su2, Hongwei Yin2
1School of Science, Shenyang University of Technology, Shenyang 110870, China.
Entropy (Basel, Switzerland)
|June 28, 2023
Summary
Information length analysis reveals how biochemical reaction chains transmit cellular signals. For linear chains, information content plateaus with length, while nonlinear chains show increased information with length and varying reaction rates.
Area of Science:
- Biochemistry
- Systems Biology
- Information Theory
Background:
- Cellular processes like gene expression rely on complex biochemical reaction networks.
- These networks transmit information from internal and external cellular signals.
- Quantifying information flow in these biochemical systems is an ongoing challenge.
Purpose of the Study:
- To investigate information transmission in linear and nonlinear biochemical reaction chains.
- To apply the information length method, combining Fisher information and information geometry.
- To understand how chain length and reaction parameters influence information content.
Main Methods:
- Utilized the information length method, integrating Fisher information and information geometry.
- Conducted extensive random simulations on linear and nonlinear biochemical reaction chains.
- Analyzed the relationship between chain length, reaction coefficients, and information content.
Main Results:
- Information content in linear chains does not consistently increase with length; it plateaus after a certain length.
- Information content in nonlinear chains increases with chain length.
- Information content in nonlinear chains is also influenced by reaction coefficients and rates.
Conclusions:
- The study provides insights into information processing within biochemical reaction networks.
- Findings highlight the distinct information transmission dynamics of linear versus nonlinear chains.
- Results contribute to a deeper understanding of the functional role of biochemical networks in cellular signaling.
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