Geometric ordering in bacterial communities

M Melika Gorgi (Center for Complex Biological Systems, University of California Irvine) S Summer J. Kasallis (Department of Physics and Astronomy, University of California Irvine) C Calvin Trinh (Department of Molecular Biology and Biochemistry, University of California Irvine) L Lizett Ortiz de Ora (Department of Molecular Biology and Biochemistry, University of California Irvine) T Travis J. Wiles (Department of Molecular Biology and Biochemistry, University of California Irvine) A Albert Siryaporn (Center for Complex Biological Systems, University of California Irvine)

Abstract

The organization of bacteria has a central role in shaping interactions, dynamics, and composition within communities and microbiomes. Bacteria form distinct spatial patterns that have often been attributed to microbial processes such as chemotaxis, nutrient transport, and signaling. However, common patterns are observed across distinct bacteria and conditions, suggesting that a general organizing principle could direct bacterial organization. Here, we find that the organization of bacteria is explained by geometric ordering that promotes space-filling efficiency, giving rise to geometric patterns known as Voronoi tessellations. We find that the Voronoi Growth Model accurately predicts bacterial pattern formation in diverse conditions including in biofilms at the liquid–air interface, swimming populations, the zebrafish gut, and conditions that promote swarming. The patterns are observed in two and three dimensions, at the cm and mm length scales, across diverse species ( Vibrio cholerae , Pseudomonas aeruginosa , Escherichia coli ), arise solely from the principles of Voronoi tessellation, and require no detailed knowledge of microbial processes. Entropic considerations show that bacteria provide little or no information about the pattern formation, which is determined solely by their initial positions and environmental conditions. These findings demonstrate that bacterial communities achieve robust, reproducible organization through a universal geometric principle, linking microbial patterning to the broader biological context of multicellular organization.

Article Details

Volume / Issue Vol. 123, Issue 20
Published May 19, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (6)

M

Melika Gorgi

Center for Complex Biological Systems, University of California Irvine

S

Summer J. Kasallis

Department of Physics and Astronomy, University of California Irvine

C

Calvin Trinh

Department of Molecular Biology and Biochemistry, University of California Irvine

L

Lizett Ortiz de Ora

Department of Molecular Biology and Biochemistry, University of California Irvine

T

Travis J. Wiles

Department of Molecular Biology and Biochemistry, University of California Irvine

A

Albert Siryaporn

Center for Complex Biological Systems, University of California Irvine