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Correlation between external regulators governs the mean-noise relationship in stochastic gene expression
Meiling Chen1,2, Tianshou Zhou1,2, Jiajun Zhang1,2
1Guangdong Province Key Laboratory of Computational Science, Guangzhou 510275, China.
External gene regulation, not promoter structure, dictates gene expression noise in single cells. The correlation of regulatory elements determines whether noise increases or decreases with expression levels.
Area of Science:
- Molecular Biology
- Systems Biology
- Genetics
Background:
- Gene transcription in single cells is a probabilistic process, leading to inherent noise.
- The relationship between expression variance and mean is crucial for understanding gene expression noise.
- This relationship is often modeled using a power law, with a key parameter β.
Purpose of the Study:
- To investigate the factors controlling the mean-noise relationship in gene expression.
- To determine whether promoter structure or external regulation primarily governs this relationship.
- To elucidate the mechanistic basis of gene expression noise.
Main Methods:
- Mathematical modeling of gene transcription.
- Analysis of the relationship between variance (σ²) and mean expression (μ).
- Formulation and analysis of the equation log(σ²/μ²) = β log μ + log α.
Main Results:
- The sign of the parameter β is solely determined by external regulatory factors.
- External regulators being independent leads to a negative β, while correlated regulators result in a positive β.
- Promoter structure does not influence the sign of β.
Conclusions:
- External regulation, not promoter sequence, governs the mean-noise relationship in gene expression.
- The correlation of stochastic variables in external regulation is the key determinant of noise dependence on mean expression.
- This finding provides a unified mechanism to interpret diverse experimental observations of gene expression noise.
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