Nature CommunicationsSynthetic BiologyPeer-reviewed journal article
Layered Feedback Control Overcomes Performance Trade-off in Synthetic Biomolecular Networks
Abstract
Layered feedback is an optimization strategy in feedback control designs widely used in electrical and mechanical engineering. Layered control theory suggests that the performance of controllers is bound by the universal robustness-efficiency tradeoff limit, which could be overcome by layering two or more feedbacks together. In natural biological networks, genes are often regulated with redundancy and layering to adapt to environmental perturbations. Control theory hypothesizes that this layering architecture is also adopted by nature to overcome this performance trade-off. In this work, we validated this property of layered control with a synthetic network in living E. coli cells. We performed system analysis on a node-based design to confirm the tradeoff properties before proceeding to simulations with an effective mechanistic model, which guided us to the best performing design to engineer in cells. Finally, we interrogated its system dynamics experimentally with eight sets of perturbations on chemical signals, nutrient abundance, and growth temperature. For all cases, we consistently observed that the layered control overcomes the robustness-efficiency trade-off limit. This work experimentally confirmed that layered control could be adopted in synthetic biomolecular networks as a performance optimization strategy. It also provided insights in understanding genetic feedback control architectures in nature. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=79 SRC="FIGDIR/small/459953v2_ufig1.gif" ALT="Figure 1"> View larger version (11K): org.highwire.dtl.DTLVardef@c8312dorg.highwire.dtl.DTLVardef@114c15borg.highwire.dtl.DTLVardef@1a25baaorg.highwire.dtl.DTLVardef@301ebe_HPS_FORMAT_FIGEXP M_FIG C_FIG
- Citations
- 24
- FWCI
- 1.22
- Field percentile
- top 22%
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
- Design of a genetic layered feedback controller in synthetic biological circuitry
Chelsea Y. Hu, Richard M. Murray·bioRxiv·May 24, 2019
- Fundamental trade-offs in the robustness of biological systems with feedback regulation
Nguyen Tran, An Nguyen, … Ania-Ariadna Baetica·ACS Synthetic BiologyPeer-reviewed·Apr 8, 2025
- Architectural Principles for Characterizing the Performance of Sequestration Feedback Networks
Noah Olsman, Fangzhou Xiao, John C. Doyle·iSciencePeer-reviewed·Apr 1, 2019
- Design Guidelines For Sequestration Feedback Networks
Ania-Ariadna Baetica, Yoke Peng Leong, … Richard M. Murray·bioRxiv·Oct 30, 2018
- Regulation strategies for two-output biomolecular networks
Emmanouil Alexis, Carolin C. M. Schulte, … Antonis Papachristodoulou·Journal of The Royal Society InterfacePeer-reviewed·Aug 1, 2023
- Multi-Layer Autocatalytic Feedback Enables Integral Control Amidst Resource Competition and Across Scales
Armin M. Zand, Stanislav Anastassov, … Mustafa Khammash·ACS Synthetic BiologyPeer-reviewed·Mar 21, 2025