hammerlab / SmartCount

Repository for collaboration on Celldom computer vision solutions
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Support fluorescent intensity images #51

Open eric-czech opened 6 years ago

eric-czech commented 6 years ago

Per https://github.com/hammerlab/celldom/issues/43, fluorescent images would be separate files taken at different (nearby) times. Most likely, it will make sense to modify Acquisition with named intensity images to then be used for integrated/mean values across brightfield cell masks.

eric-czech commented 5 years ago

Hey @benjaminyellen (cc: @jmotschman),

I added some features to process fluorescent images, and I was going to try to hold off on pushing to master until https://github.com/hammerlab/celldom/issues/71 is done (which would automatically run tests on commits to make sure changes like this don't mess with other experiments).

All the same, you can see some results (and the commands) from an analysis on the multi-color dataset you shared here:

MLadder Multi-Color Dataset Analysis MLadder Multi-Color Dataset Commands

Let me know what is most interesting in these types of experiments, but at a minimum that's at least a look at things like the CY5 vs GFP distributions for all cells at time 0:

screen shot 2018-12-18 at 1 06 13 pm

And what apartments look like with one of each cell type (cells detected as GFP+ shown with green circle and CY5+ with red circle):

flex

There are also some tables in the notebook with apartment counts (and percentages) for counts of each cell type (i.e. to answer the question "what is the frequency of apartments w/ 1 GFP+ cell and 1 CY5+ cell").

What are some other calculations/visualizations you think might be common to most if not all experiments using extra fluorescent channels like this?

yellenlab commented 5 years ago

Hi @eric-czech, This is really great. Now we can get started on cell pair analysis. Yay! Since you asked what other visualizations we might need, the most immediate visualization need that comes to mind would be a fluorescent overlay with the brightfield image. The most logical place to present these images would be in the "apartment views", probably as a series of images side by side (brightfield, green, red, merged/overlay), along with the red and green circles so that we can validate. @jmotschman, if you also have suggestions for improving the visualization, please feel free to comment. Below is an example of what one apartment view might look like. Thanks, Ben

overlay