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Improve performances and interface of tidygate for large single-cell objects #20

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stemangiola opened this issue Aug 7, 2023 · 4 comments
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enhancement New feature or request

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@stemangiola
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stemangiola commented Aug 7, 2023

tidygate allows gating points from a tibble, visually procedurally and in a replicable way, compatibly with a pipe-oriented programming style

https://github.com/stemangiola/tidygate

With an arbitrarily large amount of points (1M cells), it struggles, mostly at the visualisation step.

We propose a downsample strategy for the visual preview, while the selection would be done on all data points.

PLEASE IGNORE THIS AT THE MOMENT: As a possible second PR, the plotting backend might be changed from the old interactive plotting style base-R (often broken in the R studio server). A more modern Photoshop, the lasso-style selector, would be great. An example is CellSelector() from Seurat. However, we would need to implement lasso-style gating and multiple gating.

@stemangiola
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@LiNk-NY this is one of the challenges I was mentioning.

@stemangiola stemangiola added the enhancement New feature or request label Aug 7, 2023
@stemangiola stemangiola changed the title Improve performances and interface of tidygate Improve performances and interface of tidygate for large single-cell objects Aug 14, 2023
@stemangiola
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@william-hutchison

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So, to make this more concrete, you want to propose a downsample method for visual previews? And in addition, you think that there could be a more efficient selection method? Do you mean a spatial data structure that would be well suited to filtering?

@stemangiola
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So, to make this more concrete, you want to propose a downsample method for visual previews?

Yes I updated above.

And in addition, you think that there could be a more efficient selection method? Do you mean a spatial data structure that would be well suited to filtering?

Interesting idea. Not sure about this, this would require some research. But it is out of scope for the moment.

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