Opposing range-dependent interactions create complex spatial patterns of antibiotic tolerance in multispecies biofilms

G Giulia Bottacin (Biozentrum, University of Basel) B Benjamin Raach (Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich) L Leonard Fröhlich (Department of Biosystems Science and Engineering, ETH Zurich) J Jasmin Künnecke (Biozentrum, University of Basel) A Andreas Kaczmarczyk (Biozentrum, University of Basel) A Alejandro Tejada-Arranz (Biozentrum, University of Basel) G Giovanni Stefano Ugolini (Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich) R Roman Stocker U Urs Jenal (Biozentrum, University of Basel) D Dirk Bumann P Petra S. Dittrich (Department of Biosystems Science and Engineering, ETH Zurich) O Olga T. Schubert (Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich) S Simon van Vliet (Biozentrum, University of Basel)

Abstract

Many microbial communities form multispecies biofilms where cells interact through diffusible molecules. In these biofilms, multiple interactions, often with opposing effects, occur simultaneously, yet we lack quantitative frameworks to predict how they combine to shape community functions. Here, we hypothesized that complex spatial patterns can emerge when opposing interactions have distinct spatial ranges. To test this, we studied how two Pseudomonas aeruginosa exoproducts, HQNO and rhamnolipids, jointly modulate Staphylococcus aureus antibiotic tolerance by respectively increasing and decreasing it. Using microfluidics-based imaging, we quantified spatial-tolerance patterns at single-cell resolution and found that tolerance indeed shows a complex spatial pattern: S. aureus cells survived treatment only at intermediate distances from P. aeruginosa , while cells closer or farther away did not. Combining experiments and modeling, we showed that this remarkable pattern emerges because rhamnolipids have a stronger but short-ranged effect, while HQNO has a weaker but longer-ranged effect. We found that spatial arrangement affects overall tolerance by shifting the balance between the two opposing interactions. Finally, using bioprinting, we confirmed that HQNO and rhamnolipids modulate tolerance in highly mixed biofilms. In more segregated biofilms, spatial arrangement still strongly modulated tolerance, but independently of these compounds, suggesting additional interactions. Together, our results show that spatial-tolerance patterns emerge from the combined effect of opposing range-dependent interactions and cannot be predicted from either alone. By predicting how opposing interactions jointly determine community properties, our framework provides a foundation for understanding and ultimately engineering microbiome functions.

Article Details

Volume / Issue Vol. 123, Issue 25
Published June 23, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (13)

G

Giulia Bottacin

Biozentrum, University of Basel

B

Benjamin Raach

Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich

L

Leonard Fröhlich

Department of Biosystems Science and Engineering, ETH Zurich

J

Jasmin Künnecke

Biozentrum, University of Basel

A

Andreas Kaczmarczyk

Biozentrum, University of Basel

A

Alejandro Tejada-Arranz

Biozentrum, University of Basel

G

Giovanni Stefano Ugolini

Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich

R

Roman Stocker

U

Urs Jenal

Biozentrum, University of Basel

D

Dirk Bumann

P

Petra S. Dittrich

Department of Biosystems Science and Engineering, ETH Zurich

O

Olga T. Schubert

Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich

S

Simon van Vliet

Biozentrum, University of Basel