Evidence map›Paper›PMID 39775940›Full record

ArticleApplied microbiology and biotechnology2025

Identification and monitoring of cell heterogeneity from plasmid recombination during limonene production.

Lucas Gelain, Jing Wui Yeoh, Gazi Sakir Hossain, Sandrine Alfenore, Stéphane Guillouet, Hua Ling, Chueh Loo Poh, Nathalie Gorret, Jee Loon Foo

Abstract read
In one paragraph

Article in Applied microbiology and biotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
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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

9 authors.

Lucas Gelain *CNRS@CREATE, 1 Create Way, Create Tower, Dover, 138602, Singapore.
Jing Wui Yeoh *NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Kent Ridge, 117456, Singapore.
Gazi Sakir HossainNUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Kent Ridge, 117456, Singapore.
Sandrine AlfenoreTBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France.
Stéphane GuillouetTBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France.
Hua LingNUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Kent Ridge, 117456, Singapore.
Chueh Loo PohNUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Kent Ridge, 117456, Singapore.
Nathalie GorretTBI, Université de Toulouse, CNRS, INRAE, INSA, Toulouse, France. ngorret@insa-toulouse.fr.
Jee Loon FooNUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Kent Ridge, 117456, Singapore. jeeloon.foo@nus.edu.sg.ORCID http://orcid.org/0000-0002-9900-0224

Funding

National Research Foundation Singapore NRF2019-THE001-0007
6 · The paper itself

Abstract

Detecting alterations in plasmid structures is often performed using conventional molecular biology. However, these methods are laborious and time-consuming for studying the conditions inducing these mutations, which prevent real-time access to cell heterogeneity during bioproduction. In this work, we propose combining both flow cytometry and fluorescence-activated cell sorting, integrated with mechanistic modelling to study conditions that lead to plasmid recombination using a limonene-producing microbial system as a case study. A gene encoding GFP was introduced downstream of the key enzymes involved in limonene biosynthesis to enable real-time kinetics monitoring and the identification of cell heterogeneity according to microscopic and flow cytometric analyses. Three different plasmid configurations (one correct and two incorrect) were identified through cell sorting based on subpopulations expressing different levels of GFP at 10 and 50 µM IPTG. Higher limonene production (530 mg/L) and lower subpopulation proportion carrying the incorrect plasmid (12%) were observed for 10 µM IPTG compared to 50 µM IPTG (96 mg/L limonene and more than 70% of cell population carrying the incorrect plasmid, respectively) in 100 mL production culture. We also managed to derive exploratory hypotheses regarding the plasmid recombination region using the model and successfully validated them experimentally. Additionally, the results also showed that limonene production was proportional to GFP fluorescence intensity. This correlation could serve as an alternative to using biosensors for a high-throughput screening process. The developed method enables rapid identification of plasmid recombination at single-cell level and correlates the heterogeneity with bioproduction performance. KEY POINTS: • Strategy to study plasmid recombination during bioproduction. • Different plasmid structures can be identified and monitored by flow cytometry. • Mathematical modelling suggests specific alterations in plasmid structures.

Indexed as

Escherichia coliFlow CytometryGreen Fluorescent ProteinsLimonenePlasmidsRecombination, GeneticGreen Fluorescent ProteinsLimoneneCell heterogeneityFlow cytometryFluorescence-activated cell sortingLimoneneMathematical modellingPlasmid recombination

Identifiers

PMID39775940
PMCPMC11706860

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Registered trials

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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.