Spiral-eyes: A soft active matter model of in vivo corneal epithelial cell migration - supporting dataset, software and analysis pipeline
Description
The mammalian cornea constantly regenerates its outer epithelial layer. Cells lost by abrasion are replaced by division of both corneal epithelial cells and populations of stem cells around the corneal periphery, the limbus. Limbal-derived epithelial cells migrate into the cornea, retaining equal cell loss and replacement rates (the ‘XYZ hypothesis’). This process leads to a striking stable spiral cell motion pattern across the corneal surface, with a central vortex. Here, we show that the emergence of the spiral pattern can be explained by the interplay of the position of the limbus, cell division, extrusion, and collective cell migration along the curved surface of the cornea. Using dissected LacZ mosaic murine corneas, we inferred the flow field on the curved surface by following stripe edges, revealing a tightening spiral. To explain the flow fields, we developed a cell-level, in silico model of the mouse cornea. Corneal epithelial cells were treated as mechanically soft, self-propelled particles with density-dependent proliferation and extrusion rates, and noisy alignment of the direction of migration. Even without any global guidance cues, the model predicted that migration patterns form stripes and spirals closely recapitulating those in the experiment. To understand the origin and properties of this flow field, we complemented the particle-based model with a continuum description of cell flux on the cornea that generalises the XYZ hypothesis of steady-state balance between cell divisions and extrusions. The work, therefore, demonstrates how the physics of swarms on curved surfaces can provide quantitative explanations of biological processes at the tissue scale.
This dataset contains raw data, software, and the analysis pipeline for this publication. Please see 'Readme.txt' within each folder for more details.
stripe_fits: Dissected corneal images and analysis code to infer velocity fields
Figure3_DAPI-CENTROSOME: Stained corneal images and analysis of centrosome locations
in_vitro: Videos of explant and tissue culture plastic substrate human corneal epithelia and analysis code to compute velocity fields and their correlations
simulation: Source code SAMoS and sample configurations and scripts to generate cornea simulations and in-vitro simulaitons
analysis: Source code SAMoSA, analysed data pickle files, sample visualisation files, and analysis scripts for simulation data
supplementary_videos: videos of simulations and experiments submitted togetether with the manuscript
Cornea_bioarxiv_submitted.pdf: Manuscript preprint
Files
analysis.zip
Files
(946.0 MB)
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Additional details
Related works
- Is supplement to
- Publication: 10.1101/2024.08.14.608002 (DOI)
Funding
- Biotechnology and Biological Sciences Research Council
- BB/J015237/1
- Biotechnology and Biological Sciences Research Council
- BB/N009150/1-2
- Engineering and Physical Sciences Research Council
- EP/W023946/1
- Biotechnology and Biological Sciences Research Council
- EASTBIO PhD studentship
- Dutch Research Council
- Sector Plan Science & Engineering
Software
- Repository URL
- https://github.com/silkehenkes/SAMoSA
- Programming language
- Python
- Development Status
- Active