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Describing a Transcription Factor Dependent Regulation of the MicroRNA Transcriptome
Published on: June 15, 2016
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Noise processing by microRNA-mediated circuits: The Incoherent Feed-Forward Loop, revisited
Silvia Grigolon1, Francesca Di Patti2, Andrea De Martino3
1The Francis Crick Institute, Lincoln's Inn Fields Laboratory, 44 Lincoln's Inn Fields, London WC2A 3LY, United Kingdom.
Heliyon
|July 22, 2016
Summary
Gene regulatory networks use microRNAs (miRNAs) to buffer noise, but transcriptional bursting hinders this. Our study shows that bursting significantly impairs miRNA-mediated noise reduction in Incoherent Feed Forward Loops (IFFLs).
Area of Science:
- Systems Biology
- Molecular Biology
- Genetics
Background:
- Gene expression exhibits intrinsic stochasticity, which is typically buffered by post-transcriptional regulation in higher eukaryotes.
- MicroRNAs (miRNAs) are implicated in noise buffering within genetic regulatory networks, a function supported by in vitro and in silico studies.
- Transcriptional bursting can compromise miRNA-mediated noise reduction in simple regulatory structures.
Purpose of the Study:
- To investigate the noise-buffering capacity of the miRNA-mediated Incoherent Feed Forward Loop (IFFL) under conditions of intermittent transcriptional activity.
- To analyze the impact of transcriptional bursting on the IFFL's ability to control static protein noise.
- To compare the performance of the IFFL with other regulatory architectures in managing gene expression noise.
Main Methods:
- Stochastic simulations were employed to model gene expression dynamics.
- Analytical calculations, utilizing van Kampen's expansion, were used to validate simulation results.
- The noise-buffering capacity of the miRNA-mediated IFFL was assessed, considering pulsatile transcriptional inputs.
Main Results:
- Transcriptional bursting significantly alters the IFFL's effectiveness in controlling static protein noise.
- Direct transcriptional regulation was found to outperform the IFFL in noise reduction across a wide range of kinetic parameters.
- The study highlights that under pulsatile conditions, dynamical noise aspects and information processing may be more critical than static noise reduction.
Conclusions:
- The miRNA-mediated IFFL's noise-buffering capacity is substantially reduced by transcriptional bursting.
- For pulsatile gene expression, direct transcriptional regulation offers superior static noise control compared to the IFFL.
- The findings suggest a shift in focus from static noise reduction to dynamic noise properties and information processing for evaluating regulatory elements under fluctuating conditions.
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