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Characterizing Microbiome Dynamics – Flow Cytometry Based Workflows from Pure Cultures to Natural Communities
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Characterizing Microbiome Dynamics – Flow Cytometry Based Workflows from Pure Cultures to Natural Communities

Published on: July 12, 2018

Geometric ordering in bacterial communities.

Melika Gorgi1, Summer J Kasallis2,3, Calvin Trinh4

  • 1Center for Complex Biological Systems, University of California Irvine, Irvine, CA 92697.

Proceedings of the National Academy of Sciences of the United States of America
|May 12, 2026
PubMed
Summary
This summary is machine-generated.

Bacterial organization follows a universal geometric principle, not just microbial processes. Voronoi tessellations explain common spatial patterns in diverse bacterial communities, linking microbial patterning to broader biological organization.

Keywords:
Voronoi tessellationsbacterial patterningbiofilm formationentropypellicle formation

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Area of Science:

  • Microbiology
  • Biophysics
  • Mathematical Biology

Background:

  • Bacterial organization is crucial for community dynamics and microbiome composition.
  • Observed patterns in bacteria suggest a general organizing principle beyond known microbial processes.

Purpose of the Study:

  • To identify the underlying principle governing bacterial spatial organization.
  • To test if geometric ordering explains common bacterial patterns across diverse conditions.

Main Methods:

  • Applied the Voronoi Growth Model to predict bacterial pattern formation.
  • Analyzed patterns in biofilms, swimming populations, zebrafish gut, and swarming conditions.
  • Investigated patterns in 2D and 3D across various species and length scales.

Main Results:

  • Bacterial organization is accurately predicted by Voronoi tessellations, a geometric space-filling principle.
  • This geometric principle holds true across diverse bacterial species, environments, and scales.
  • Pattern formation is determined by initial positions and environmental conditions, not detailed microbial processes.

Conclusions:

  • Bacterial communities achieve robust and reproducible organization via a universal geometric principle.
  • Voronoi tessellations provide a unifying framework for understanding microbial patterning.
  • This geometric approach links bacterial organization to broader principles of multicellular organization.