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Updated: May 27, 2026

Structure-Based Simulation and Sampling of Transcription Factor Protein Movements along DNA from Atomic-Scale Stepping to Coarse-Grained Diffusion
Published on: March 1, 2022
Dynamics of a genetic toggle switch at the nucleotide and codon levels
Ilya Potapov1, Jason Lloyd-Price, Olli Yli-Harja
1Department of Signal Processing, Tampere University of Technology, P.O. Box 527, FIN-33101 Tampere, Finland.
Detailed models of gene switches reveal optimal coupling for information flow. Sequence-level events like transcription pauses critically influence gene circuit dynamics.
Area of Science:
- Systems Biology
- Molecular Biology
- Biophysics
Background:
- Stochastic gene expression dynamics are crucial for cellular decision-making.
- Understanding gene regulatory network stability requires detailed modeling of molecular processes.
Purpose of the Study:
- To investigate the dynamics of a stochastic two-gene switch at nucleotide and codon levels.
- To determine how gene coupling affects information propagation and switch stability.
- To explore the impact of sequence-level events on gene circuit dynamics.
Main Methods:
- Developed a detailed stochastic model of a two-gene switch.
- Analyzed stability by comparing detailed models with simplified delayed models.
- Quantified gene coupling effects using mutual information between protein time series.
- Investigated the influence of transcription initiation, RNA degradation, and sequence-dependent transcription pauses.
Main Results:
- Detailed models are necessary for accurate switch dynamics, differing from simplified models.
- A specific gene coupling level maximizes information propagation between genes.
- Increased translation initiation rate enhances RNA-protein and inter-protein correlations.
- Transcription rate and RNA degradation influence correlations and stability differently.
- Sequence-dependent transcription pauses significantly impact switch dynamics.
Conclusions:
- Gene circuit dynamics are sensitive to detailed molecular processes and sequence-level features.
- Optimal gene coupling balances information transfer and system stability.
- Stochasticity and molecular details are essential for understanding gene switch behavior.
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