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Intracellular Noise Level Determines Ratio Control Strategy Confined by Speed-Accuracy Trade-off.
David Menn1, Patrick Sochor1, Hanah Goetz1
1School of Biological and Health Systems Engineering , Arizona State University , Tempe , Arizona 85281 , United States.
This study reveals two strategies for controlling cell phenotype ratios, crucial for development. These methods leverage signal induction and gene expression noise, offering precise fractional differentiation in various cellular environments.
Area of Science:
- Cellular biology
- Systems biology
- Biophysics
Background:
- Precise ratio control of heterogeneous phenotypes in isogenic populations is vital for cell development and differentiation.
- Mechanisms underlying this ratio control, particularly concerning signal induction and gene expression stochasticity, remain poorly understood.
Purpose of the Study:
- To investigate the combined effects of signal induction and gene expression stochasticity on phenotypic multimodality.
- To identify and characterize strategies for controlling phenotypic ratios from homogeneous cell populations.
Main Methods:
- Utilized a combination of experimental and mathematical techniques.
- Analyzed the impact of signal induction within and outside bistable regions.
- Investigated the role of gene expression noise in different cellular contexts (high-noise bacteria vs. low-noise eukaryotes).
Main Results:
- Identified two distinct strategies for phenotypic ratio control, applicable to high-noise and low-noise environments.
- Demonstrated that noise-induced bimodality via induction within the bistable region is effective in noisy systems (e.g., bacteria).
- Showed that in low-noise systems (e.g., eukaryotes), controlled induction pulses outside the bistable region are necessary for bimodality.
Conclusions:
- Both identified strategies enable precise fractional differentiation.
- Noise levels, response time, and ratio tuning accuracy present trade-offs influencing strategy selection.
- The findings provide guidance for choosing appropriate ratio control strategies based on system-specific characteristics.
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