Evidence map›Paper›PMID 38563244›Full record

ArticleSoft matter2024

Agent-based modeling of stress anisotropy driven nematic ordering in growing biofilms.

Changhao Li, Japinder Nijjer, Luyi Feng, Qiuting Zhang, Jing Yan, Sulin Zhang

Abstract read
In one paragraph

Article in Soft matter, 2024. 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. Dissecting the physics of bacterial biofilms with agent-based simulations.Current opinion in solid state & materials science · 2025
    Article
  2. 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

6 authors.

Changhao LiDepartment of Engineering Science and Mechanics, Pennsylvania State University, University Park, PA, USA. suz10@psu.edu.ORCID http://orcid.org/0000-0003-1301-501X
Japinder NijjerDepartment of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT, USA. jing.yan@yale.edu.
Luyi FengDepartment of Engineering Science and Mechanics, Pennsylvania State University, University Park, PA, USA. suz10@psu.edu.
Qiuting ZhangDepartment of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT, USA. jing.yan@yale.edu.
Jing YanDepartment of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT, USA. jing.yan@yale.edu.
Sulin ZhangDepartment of Engineering Science and Mechanics, Pennsylvania State University, University Park, PA, USA. suz10@psu.edu.

Funding

Tracking single-cell gene expression heterogeneity and its consequences in bacterial biofilmsDP2GM146253 · NIGMS · YALE UNIVERSITY · PI YAN, JING · 2021 to 2024
$2.5M
Photoacoustic and epigenetic nerve scaffold for nerve regenerationR01NS123433 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI Su Yan · 2022 to 2026
$2.1M
NIGMS NIH HHS DP2 GM146253NINDS NIH HHS R01 NS123433
6 · The paper itself

Abstract

Living active collectives have evolved with remarkable self-patterning capabilities to adapt to the physical and biological constraints crucial for their growth and survival. However, the intricate process by which complex multicellular patterns emerge from a single founder cell remains elusive. In this study, we utilize an agent-based model, validated through single-cell microscopy imaging, to track the three-dimensional (3D) morphodynamics of cells within growing bacterial biofilms encased by agarose gels. The confined growth conditions give rise to a spatiotemporally heterogeneous stress landscape within the biofilm. In the core of the biofilm, where high hydrostatic and low shear stresses prevail, cell packing appears disordered. In contrast, near the gel-cell interface, a state of high shear stress and low hydrostatic stress emerges, driving nematic ordering, albeit with a time delay inherent to shear stress relaxation. Strikingly, we observe a robust spatiotemporal correlation between stress anisotropy and nematic ordering within these confined biofilms. This correlation suggests a mechanism whereby stress anisotropy plays a pivotal role in governing the spatial organization of cells. The reciprocity between stress anisotropy and cell ordering in confined biofilms opens new avenues for innovative 3D mechanically guided patterning techniques for living active collectives, which hold significant promise for a wide array of environmental and biomedical applications.

Indexed as

BiofilmsStress, MechanicalAnisotropyModels, Biological

Identifiers

PMID38563244
PMCPMC11041162

What OpenQuestion holds

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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.