ArticleCell systems2026
Dynamics of genetic circuits in Pseudomonas protegens.
Article in Cell systems, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
4 citing papers in PubMed.
- Growth control as a central regulator for tuning the cellular context.Journal of biological engineering · 2026Article
- Exploring the computing power of microbes that shapes the environment.Current opinion in microbiology · 2026Review
- Standardized Quorum Sensing Tools for Gram-Negative Bacteria.ACS synthetic biology · 2025Article
- The Landscape of Synthetic Biology and Bioengineering in Spain.Engineering biologyReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Genetic circuit engineering enables new cellular functions, yet most circuits are developed in the model host Escherichia coli, limiting their availability and performance in alternative organisms. To expand chassis options, we developed an experimental-theoretical pipeline to evaluate NOT logic circuits, or inverters, in the soil bacterium Pseudomonas protegens Pf-5, a species with valuable environmental traits and a newcomer to bioengineering. We characterized the inverter's input-output behavior and used mathematical modeling to infer key dynamic principles. The model quantified how parameters such as translation efficiency, repressor performance, and promoter activity shape circuit output and influence inter-host portability. Pf-5 displayed distinct properties, including steeper on/off transitions than the synthetic biology workhorse Pseudomonas putida. A model-guided design of two compatible inverters connected in series was validated, producing a YES logic response. This work provides DNA parts, circuits, and models that establish P. protegens Pf-5 as a promising chassis for environmental synthetic biology. A record of this paper's transparent peer review process is included in the supplemental information.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.