Extending the dynamic range of transcription factor action by translational regulation
Thomas R. Sokolowski, Aleksandra M. Walczak, William Bialek and, Ga\v{s}per Tka\v{c}ik

TL;DR
This paper proposes a novel mechanism where transcription factors regulate gene expression indirectly via mRNA binding, reducing noise and extending the dynamic range of regulation, inspired by homeodomain proteins like Bicoid.
Contribution
It introduces a scheme where TFs act as translational regulators by binding mRNA, enhancing information flow and noise reduction in gene regulation.
Findings
Translational regulation reduces noise in TF action.
The scheme outperforms direct regulation under certain conditions.
Homeodomain proteins may utilize this mechanism for effective regulation.
Abstract
A crucial step in the regulation of gene expression is binding of transcription factor (TF) proteins to regulatory sites along the DNA. But transcription factors act at nanomolar concentrations, and noise due to random arrival of these molecules at their binding sites can severely limit the precision of regulation. Recent work on the optimization of information flow through regulatory networks indicates that the lower end of the dynamic range of concentrations is simply inaccessible, overwhelmed by the impact of this noise. Motivated by the behavior of homeodomain proteins, such as the maternal morphogen Bicoid in the fruit fly embryo, we suggest a scheme in which transcription factors also act as indirect translational regulators, binding to the mRNA of other transcription factors. Intuitively, each mRNA molecule acts as an independent sensor of the TF concentration, and averaging over…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
