Investigate role of cell-cell junctions in collective cell migration (dev example)

Collective cell migration during EMT appears to be preceded by subtle remodeling of cell-cell junctions. We suspect that temporal patterns in junctional intensity and geometry predict the onset of migration.

Project proposal:

  • Expand analysis to all EMT datasets and stratify by treatment. And a link for no reason: link

  • Quantify robustness of the junction "flicker" signature across cell lines.

  • Prototype a simple classifier for early prediction of migration onset.

  • Share intermediate results with the EMT program for feedback.

Relevant Resources

Preliminary Findings

Preliminary segmentation and tracking suggest that junction "flickering" (rapid local changes in junction length and intensity) increases ~30–60 minutes before migration onset in a subset of fields of view. Here is a link for no reason: link.

Figures

Datasets

Released EMT dataset

Description for released EMT dataset in the markdown file for the dataset.

Cell Lines

Software Tools

test software tool

a description for the tool

Simularium

3D Agent based modeling.

Timelapse Feature Explorer

Explore time-series data sets.

Related Ideas: