Double-edged role of resource competition in gene expression noise and control
Hanah GoetziD, Austin Stone, Rong ZhangiD, Ying‐Cheng LaiiD, Xiao‐Jun TianiD
Abstract
Despite extensive investigation demonstrating that resource competition can significantly alter the circuits deterministic behaviors, a fundamental issue is how resource competition contributes to the gene expression noise and how the noise can be controlled. Utilizing a two-gene circuit as a prototypical system, we uncover a surprising double-edged role of resource competition in gene expression noise: the competition decreases noise through a resource constraint but generates its own type of noise which we name as "resource competitive noise." Utilization of orthogonal resources enables retaining the noise reduction conferred by resource constraint while removing the added resource competitive noise. The noise reduction effects are studied using three negative feedback controller types: negatively competitive regulation (NCR), local, and global controllers, each having four placement architectures in the protein biosynthesis pathway (mRNA or protein inhibition on transcription or translation). Our results show that both local and NCR controllers with mRNA-mediated inhibition are efficacious at reducing noise, with NCR controllers demonstrating a superior noise-reduction capability. We also find that combining negative feedback controllers with orthogonal resources can improve the local controllers. This work provides deep insights into the origin of stochasticity in gene circuits with resource competition and guidance for developing effective noise control strategies.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 17
- FWCI
- 1.31
- Field percentile
- top 22%
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Noise Reduction in Resource-Coupled Multi-Module Gene Circuits through Antithetic Feedback Control
Suchana Chakravarty, Rong Zhang, Xiao‐Jun Tian·IEEE Conference on Decision and Control (CDC)Peer-reviewed·Dec 16, 2024
- A system for gene expression noise control in yeast
Max Mundt, Alexander Anders, … Victor Sourjik·ACS Synthetic BiologyPeer-reviewed·Oct 12, 2018
- Scaling of Noise Under Resource Constraints in Gene Regulatory Motifs
Utkarsh Singh Solanki, Abhilash Patel, Abhyudai Singh·bioRxiv·Aug 4, 2026
- Noise Control In Gene Regulatory Networks With Negative Feedback
Michael Hinczewski, Dave Thirumalai·bioRxiv·Apr 20, 2016
- Promoter and transcription factor dynamics tune protein mean and noise strength in a quorum sensing-based feedback synthetic circuit
Yadira Boada, Alejandro Vignoni, Jesús Picó·bioRxiv·Feb 6, 2017
- Limits of noise for autoregulated gene expression
Peter Czuppon, Peter Pfaffelhuber·Journal of Mathematical BiologyPeer-reviewed·May 24, 2018