ACS Synthetic BiologySynthetic BiologyPeer-reviewed journal article
CRISPRi-Linked Multi-Module Negative Feedback Loops to Address Winner-Take-All Resource Competition
Sadikshya RijaliD, Kylie Standage-BeieriD, Rong ZhangiD, Austin Stone, Abdelrahman Youssef, Xiao WangiD, Xiao‐Jun TianiD
Abstract
Cellular resource limitations create unintended interactions among synthetic gene circuit modules, compromising circuit modularity. This challenge is particularly pronounced in circuits with positive feedback, where uneven resource allocation can lead to Winner-Takes-All (WTA) behavior, favoring one module at the expense of others. In this study, we experimentally implemented a Negatively Competitive Regulatory (NCR) controller using CRISPR interference (CRISPRi) and evaluated its effectiveness in mitigating WTA behavior in two gene circuits: dual self-activation and cascading bistable switch. We chromosomally integrated a tunable dCas9 gene and designed module-specific gRNAs, with each module encoding its own gRNA to self-repress via competition for limited dCas9. This configuration introduces strong negative feedback to the more active module while reallocating resources to the less active one, promoting balanced module activation. Compared to the control group lacking dCas9-mediated repression, the NCR controller significantly increased module coactivation and suppressed WTA behavior. Our quantitative results demonstrate that NCR provides an effective strategy for regulating resource competition and improving the modularity of synthetic gene circuits.
- Citations
- 4
- FWCI
- 1.21
- Field percentile
- top 23%
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
- Combining positive and negative regulation for modular and robust biomolecular control architectures
Kirill Sechkar, Harrsion Steel·bioRxiv·Mar 22, 2024
- 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
- Winner-Takes-All Resource Competition Redirects Cascading Cell Fate Transitions
Rong Zhang, Hanah Goetz, … Xiao‐Jun Tian·Nature CommunicationsPeer-reviewed·Feb 8, 2021
- Integrating Recombinase-Based Feedback and Feedforward Control for Optimal Resource Decoupling
Rixin Zhang, Rong Zhang, Xiao‐Jun Tian·Nucleic Acids ResearchPeer-reviewed·Sep 5, 2025
- dCas9 regulator to neutralize competition in CRISPRi circuits
Hsin-Ho Huang, Massimo Bellato, … Domitilla Del Vecchio·Nature CommunicationsPeer-reviewed·Mar 16, 2021
- Modeling and minimization of dCas9-induced competition in CRISPRi-based genetic circuits
Dhruv D. Jatkar, M. Ali Al-Radhawi, … Eduardo D. Sontag·bioRxiv·Nov 5, 2025