Evidence map›Paper›PMID 35986058›Full record

ArticleNPJ systems biology and applications2022

An expanded whole-cell model of E. coli links cellular physiology with mechanisms of growth rate control.

Travis A Ahn-Horst, Luis Santiago Mille, Gwanggyu Sun, Jerry H Morrison, Markus W Covert

Open access · goldAbstract read
In one paragraph

Article in NPJ systems biology and applications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
3.6field-weighted citation impact, top 6% of its field
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

24 citing papers in PubMed, 45 citations in OpenAlex.

  1. Review
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  4. Article
  5. The EcoCyc database (2025).EcoSal Plus · 2025
    Review
  6. Review
  7. Article
  8. Article
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  10. (p)ppGpp mediates persister formation inFrontiers in microbiology · 2025
    Article
  11. Predicting fitness inFrontiers in tuberculosis · 2025
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. The EcoCyc Database (2023).EcoSal Plus · 2023
    Review
  18. Article
  19. Article
  20. 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

5 authors at 1 institution in 1 country.

Travis A Ahn-HorstDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA.ORCID http://orcid.org/0000-0002-3049-3366
Luis Santiago MilleDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA.ORCID http://orcid.org/0000-0001-7072-1522
Gwanggyu SunDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA.
Jerry H MorrisonDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA.ORCID http://orcid.org/0000-0001-9414-6999
Markus W CovertDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA. mcovert@stanford.edu.ORCID http://orcid.org/0000-0002-5993-8912
Stanford University · US

Funding

Stanford ChEM-H Chemistry/Biology Interface Predoctoral Training ProgramT32GM139791 · NIGMS · STANFORD UNIVERSITY · PI Carolyn Bertozzi, Christine Jacobs-Wagner · 2021 to 2026
$2.4M
Multi-scale, model-driven exploration of sub-generational gene expression in bacteria: individual consequences, population benefitsR01GM140008 · NIGMS · STANFORD UNIVERSITY · PI COVERT, MARKUS W · 2021 to 2024
$2.2M
Deep Curation via an Integrated Whole-Cell Computational ModelR01LM013229 · NLM · STANFORD UNIVERSITY · PI COVERT, MARKUS W · 2020 to 2023
$1.5M
NIGMS NIH HHS R01 GM140008NIGMS NIH HHS T32 GM139791NLM NIH HHS R01 LM013229
6 · The paper itself

Abstract

Growth and environmental responses are essential for living organisms to survive and adapt to constantly changing environments. In order to simulate new conditions and capture dynamic responses to environmental shifts in a developing whole-cell model of E. coli, we incorporated additional regulation, including dynamics of the global regulator guanosine tetraphosphate (ppGpp), along with dynamics of amino acid biosynthesis and translation. With the model, we show that under perturbed ppGpp conditions, small molecule feedback inhibition pathways, in addition to regulation of expression, play a role in ppGpp regulation of growth. We also found that simulations with dysregulated amino acid synthesis pathways provide average amino acid concentration predictions that are comparable to experimental results but on the single-cell level, concentrations unexpectedly show regular fluctuations. Additionally, during both an upshift and downshift in nutrient availability, the simulated cell responds similarly with a transient increase in the mRNA:rRNA ratio. This additional simulation functionality should support a variety of new applications and expansions of the E. coli Whole-Cell Modeling Project.

Indexed as

Escherichia coliGuanosine TetraphosphateAmino AcidsRNA, MessengerAmino AcidsGuanosine TetraphosphateRNA, Messenger

Identifiers

PMID35986058
PMCPMC9391491
OpenAlexW4292302479

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.