Evidence map›Paper›PMID 41763221›Full record

ArticleCell systems2026

Dynamics of genetic circuits in Pseudomonas protegens.

Juan Rico, Pablo Japón, Luis M Rubio, Ángel Goñi-Moreno

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Juan RicoSystems Biology Department, Centro Nacional de Biotecnologia, CSIC, Darwin 3, 28049 Madrid, Spain; Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA/CSIC), 28223 Madrid, Spain.
Pablo JapónSystems Biology Department, Centro Nacional de Biotecnologia, CSIC, Darwin 3, 28049 Madrid, Spain; Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA/CSIC), 28223 Madrid, Spain.
Luis M RubioCentro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA/CSIC), 28223 Madrid, Spain.
Ángel Goñi-MorenoSystems Biology Department, Centro Nacional de Biotecnologia, CSIC, Darwin 3, 28049 Madrid, Spain; Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA/CSIC), 28223 Madrid, Spain. Electronic address: angel.goni@cnb.csic.es.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Gene Regulatory NetworksPseudomonasGene Expression Regulation, BacterialModels, GeneticPromoter Regions, GeneticPseudomonas putidaSynthetic Biology

Identifiers

PMID41763221
PMCPMC7618868

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.