Evidence map›Paper›PMID 27599206›Full record

ArticlePLoS computational biology2016

Direct Correlation between Motile Behavior and Protein Abundance in Single Cells.

Yann S Dufour, Sébastien Gillet, Nicholas W Frankel, Douglas B Weibel, Thierry Emonet

Erratum issuedOpen access · goldAbstract read
In one paragraph

Article in PLoS computational biology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 44 papers.

0numbers the graph read from it
0cells of the map it votes in
44citing papers in PubMed
6.1field-weighted citation impact, top 3% 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

44 citing papers in PubMed, 70 citations in OpenAlex.

  1. Growth-dependent sensory bet-hedging enhances collective navigation.bioRxiv : the preprint server for biology · 2026
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  2. Nature physics · 2026
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  3. ChemotaxingArXiv · 2025
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  4. ChemotaxingbioRxiv : the preprint server for biology · 2025
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  5. Review
  6. Coarse-graining bacterial diffusion in disordered media to surface states.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  7. Article
  8. Article
  9. Direct measurement of dynamic attractant gradients reveals breakdown of the Patlak-Keller-Segel chemotaxis model.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  10. Article
  11. Flagellar motor remodeling during swarming requires FliL.bioRxiv : the preprint server for biology · 2023
    Article
  12. Article
  13. Collective behavior and nongenetic inheritance allow bacterial populations to adapt to changing environments.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
  14. A traveling-wave solution for bacterial chemotaxis with growth.Proceedings of the National Academy of Sciences of the United States of America · 2021
    Article
  15. Review
  16. Article
  17. Article
  18. Article
  19. Non-Genetic Diversity in Chemosensing and Chemotactic Behavior.International journal of molecular sciences · 2021
    Review
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors at 2 institutions in 1 country.

Yann S DufourDepartment of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, Connecticut, United States of America.ORCID 0000-0003-0244-0192
Sébastien GilletDepartment of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, Connecticut, United States of America.
Nicholas W FrankelDepartment of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, Connecticut, United States of America.
Douglas B WeibelDepartment of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, United States of America.
Thierry EmonetDepartment of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, Connecticut, United States of America.ORCID 0000-0002-6746-6564
Yale University · USUniversity of Wisconsin–Madison · US

Funding

Skill Development for Diverse Scientific Careers: A New Course Predoctoral Program in Cellular and Molecular BiologyT32GM007223 · NIGMS · YALE UNIVERSITY · PI BASERGA, SUSAN J · 1985 to 2019
$31.0M
The contribution of phenotypic variability to chemotactic performanceR01GM106189 · NIGMS · YALE UNIVERSITY · PI EMONET, THIERRY · 2013 to 2022
$2.6M
NIGMS NIH HHS R01 GM106189NIGMS NIH HHS T32 GM007223
6 · The paper itself

Abstract

Understanding how stochastic molecular fluctuations affect cell behavior requires the quantification of both behavior and protein numbers in the same cells. Here, we combine automated microscopy with in situ hydrogel polymerization to measure single-cell protein expression after tracking swimming behavior. We characterized the distribution of non-genetic phenotypic diversity in Escherichia coli motility, which affects single-cell exploration. By expressing fluorescently tagged chemotaxis proteins (CheR and CheB) at different levels, we quantitatively mapped motile phenotype (tumble bias) to protein numbers using thousands of single-cell measurements. Our results disagreed with established models until we incorporated the role of CheB in receptor deamidation and the slow fluctuations in receptor methylation. Beyond refining models, our central finding is that changes in numbers of CheR and CheB affect the population mean tumble bias and its variance independently. Therefore, it is possible to adjust the degree of phenotypic diversity of a population by adjusting the global level of expression of CheR and CheB while keeping their ratio constant, which, as shown in previous studies, confers functional robustness to the system. Since genetic control of protein expression is heritable, our results suggest that non-genetic diversity in motile behavior is selectable, supporting earlier hypotheses that such diversity confers a selective advantage.

Indexed as

ChemotaxisComputational BiologyEscherichia coliEscherichia coli ProteinsMethyltransferasesSingle-Cell AnalysisCheR protein, E coliEscherichia coli ProteinsMethyltransferases

Identifiers

PMID27599206
PMCPMC5012591
OpenAlexW2509087544

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.