Evidence map›Paper›PMID 42484738›Full record

ArticleBulletin of mathematical biology2026

Who wins? Analysis and Simulation of a Batch Culture Model of Bacterial Competition in the Presence of Plasmids.

Ana C Mendez, Fawaz K Alalhareth, LeNaiya Kydd, Maryann E Hohn, Ami Radunskaya, Justyn Jaworski, Hristo V Kojouharov

Abstract read
In one paragraph

Article in Bulletin of mathematical biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Ana C MendezDepartment of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019, USA.
Fawaz K AlalharethDepartment of Mathematics, College of Arts and Sciences, Najran University, Najran, Saudi Arabia.
LeNaiya KyddDepartment of Bioengineering, The University of Texas at Arlington, Arlington, TX, 76019, USA.
Maryann E HohnInstitute for Defense Analyses, Center for Computing Sciences, Bowie, MD, USA.
Ami RadunskayaDepartment of Mathematics, Pomona College, Claremont, CA, 91711, USA.
Justyn JaworskiDepartment of Bioengineering, The University of Texas at Arlington, Arlington, TX, 76019, USA.
Hristo V KojouharovDepartment of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019, USA. hristo@uta.edu.ORCID http://orcid.org/0000-0002-5638-5427

Funding

Division of Mathematical Sciences 2230790
6 · The paper itself

Abstract

Bacteria are essential in research and commercial processes for producing DNA, proteins, and converting raw materials into high-value molecules, often using batch culture systems. These systems provide controlled conditions for bacterial growth, which is influenced by factors like temperature, oxygen, and nutrients. This study introduces a mathematical model of plasmid dynamics, including loss, uptake, and transfer by conjugation, within batch cultures. The model helps optimize E. coli cultures for product formation and predict plasmid-carrying bacteria levels, offering insights into plasmid dynamics in "one-pot" systems. Our findings show that plasmid retention is influenced by selection pressures which can be an important consideration in probiotic dosing regimens. The model aligns with experimental data and highlights the importance of understanding plasmid dynamics for controlling bacterial growth processes, with implications for research, commercial applications, and gut microbiome stability. Future work will explore temporal changes in plasmid dynamics, requiring advanced instrumentation for precise bacterial population quantification.

Indexed as

Escherichia coliModels, BiologicalPlasmidsBatch Cell Culture TechniquesComputer SimulationConjugation, GeneticMathematical ConceptsBacterial growthBatch cultureEscherichia coliOptical densityPlasmids

Identifiers

PMID42484738
PMCPMC13391673

What OpenQuestion holds

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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.