Evidence map›Paper›PMID 40578390›Full record

ArticlePhysical biology2025

Biofilm vertical growth dynamics are captured by an active fluid framework.

Raymond Copeland, Peter J Yunker

Abstract read
In one paragraph

Article in Physical biology, 2025. 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

2 authors.

Raymond CopelandSchool of Physics, Georgia Institute of Technology, Atlanta, GA, United States of America.ORCID 0009-0006-9244-7046
Peter J YunkerSchool of Physics, Georgia Institute of Technology, Atlanta, GA, United States of America.ORCID 0000-0001-8471-4171

Funding

The Biophysical Foundations of Bacterial Biofilm Growth and SurvivalR35GM138354 · NIGMS · GEORGIA INSTITUTE OF TECHNOLOGY · PI Peter Yunker · 2020 to 2026
$2.0M
NIGMS NIH HHS R35 GM138354
6 · The paper itself

Abstract

Bacterial biofilms, surface-attached microbial communities, grow horizontally across surfaces and vertically above them. Although a simple heuristic model for vertical growth was experimentally shown to accurately describe the behavior of diverse microbial species, the biophysical implications and theoretical basis for this empirical model were unclear. Here, we demonstrate that this heuristic model emerges naturally from fundamental principles of active fluid dynamics. By analytically deriving solutions for an active fluid model of vertical biofilm growth, we show that the governing equations reduce to the same form as the empirical model in both early- and late-stage growth regimes. Our analysis reveals that cell death and decay rates likely play key roles in determining the characteristic parameters of vertical growth. The active fluid model produces a single, simple equation governing growth at all heights that is surprisingly simpler than the heuristic model. With this theoretical basis, we explain why the vertical growth rate reaches a maximum at a height greater than the previously identified characteristic length scale. These results provide a theoretical foundation for a simple mathematical model of vertical growth, enabling deeper understanding of how biological and biophysical factors interact during biofilm development.

Indexed as

BiofilmsModels, BiologicalBacteriaBacterial Physiological PhenomenaHydrodynamicsactive fluid modelbiofilmsmicrobesvertical growth

Identifiers

PMID40578390
PMCPMC12247187

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.