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Automatic detection of spatio-temporal signalling patterns in cell collectives

View ORCID ProfilePaolo Armando Gagliardi, View ORCID ProfileBenjamin Grädel, View ORCID ProfileMarc-Antoine Jacques, View ORCID ProfileLucien Hinderling, View ORCID ProfilePascal Ender, View ORCID ProfileAndrew R. Cohen, View ORCID ProfileGerald Kastberger, View ORCID ProfileOlivier Pertz, View ORCID ProfileMaciej Dobrzyński
doi: https://doi.org/10.1101/2022.07.12.499734
Paolo Armando Gagliardi
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
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Benjamin Grädel
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
2Graduate School for Cellular and Biomedical Sciences, University of Bern, Switzerland
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Marc-Antoine Jacques
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
2Graduate School for Cellular and Biomedical Sciences, University of Bern, Switzerland
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Lucien Hinderling
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
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Pascal Ender
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
2Graduate School for Cellular and Biomedical Sciences, University of Bern, Switzerland
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Andrew R. Cohen
3Department of Electrical and Computer Engineering, Drexel University, 3120-40 Market Street, Suite 313, Philadelphia, PA 19104, USA
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Gerald Kastberger
4Institute for Biology, Karl-Franzens-University Graz, 8010 Graz, Austria
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  • ORCID record for Gerald Kastberger
Olivier Pertz
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
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Maciej Dobrzyński
1Institute of Cell Biology, University of Bern, Baltzerstrasse 4, 3012 Bern, Switzerland
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  • ORCID record for Maciej Dobrzyński
  • For correspondence: maciej.dobrzynski@unibe.ch
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Abstract

An increasing experimental evidence points to physiological importance of space-time correlations in signalling of cell collectives. From wound healing to epithelial homeostasis to morphogenesis, coordinated activation of bio-molecules between cells allows the collectives to perform more complex tasks and better tackle environmental challenges. To understand this information exchange and to advance new theories of emergent phenomena, we created ARCOS, a computational method to detect and quantify collective signalling. We demonstrate ARCOS on cell and organism collectives with space-time correlations on different scales in 2D and 3D. We make a new observation that oncogenic mutations in the MAPK/ERK and PIK3CA/Akt pathways of MCF10A epithelial cells induce ERK activity waves with different size, duration, and frequency. The open-source implementations of ARCOS are available as R and Python packages, and as a plugin for napari image viewer to interactively quantify collective phenomena without prior programming experience.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://data.mendeley.com/datasets/8gcncg6zkt

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted July 12, 2022.
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Automatic detection of spatio-temporal signalling patterns in cell collectives
Paolo Armando Gagliardi, Benjamin Grädel, Marc-Antoine Jacques, Lucien Hinderling, Pascal Ender, Andrew R. Cohen, Gerald Kastberger, Olivier Pertz, Maciej Dobrzyński
bioRxiv 2022.07.12.499734; doi: https://doi.org/10.1101/2022.07.12.499734
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Automatic detection of spatio-temporal signalling patterns in cell collectives
Paolo Armando Gagliardi, Benjamin Grädel, Marc-Antoine Jacques, Lucien Hinderling, Pascal Ender, Andrew R. Cohen, Gerald Kastberger, Olivier Pertz, Maciej Dobrzyński
bioRxiv 2022.07.12.499734; doi: https://doi.org/10.1101/2022.07.12.499734

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