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Effect of feedback regulation on stochastic gene expression
Yi Tao1, Xiudeng Zheng, Yuehua Sun
1Key Laboratory of Animal Ecology and Conservation Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100080, PR China. snowdiey@yahoo.com
Stochastic noise in gene expression is analyzed using Omega-expansion techniques. Negative feedback reduces protein noise, and increased burst size lowers intrinsic protein noise.
Area of Science:
- Systems Biology
- Molecular Biology
- Biophysics
Background:
- Gene expression involves molecular species in small copy numbers, leading to stochastic noise.
- Understanding this noise is crucial for comprehending cellular processes and gene regulation.
Purpose of the Study:
- To investigate stochastic noise in a single gene network using Omega-expansion techniques.
- To provide a statistical interpretation for measuring gene expression noise and analyze its components.
Main Methods:
- Application of Omega-expansion techniques to a single gene network model.
- Analysis of steady-state statistics, including normalized variances and covariances.
- Decomposition of total noise into contributions from molecule number and molecular interactions.
Main Results:
- Identified an invariant relationship between normalized variances and covariances under linear noise approximation.
- Demonstrated that negative feedback reduces protein noise in gene networks.
- Showed that protein intrinsic noise decreases with increasing burst size, while extrinsic noise remains independent.
Conclusions:
- The normalized variance is a key metric for quantifying gene expression noise.
- Negative feedback and burst size are critical factors influencing protein noise levels.
- The study provides insights into the fundamental relationships between stochasticity, system size, and feedback in gene expression.
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