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Dimension reduction option about scdblfinder HOT 2 CLOSED

plger avatar plger commented on June 21, 2024
Dimension reduction option

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Comments (2)

plger avatar plger commented on June 21, 2024

Since the gene centers and loadings are not in the object, the input reducedDim is not available for artificial doublets, and hence it can't be used for the actual training. It is used only for the initial clustering -- unless you input the clusters, in which case it's not used at all. This means that, for this step, you can use your custom space in the following way:

sce$fastclusters <- fastcluster(sce, rdname="myReducedDimName")
sce <- scDblFinder(sce, clusters="fastclusters")

In multi-sample settings, it's anyway advisable to use global clusters and detect doublets separately (the default multiSampleMode): this is more robust to technical variation and, unless you have very few cells, the classifier wouldn't anyway gain much from the additional samples.
If you wanted to use a different space for the downstream steps (i.e. also on artificial doublets) as well, you can pass a custom function to the processing argument.

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bjstewart1 avatar bjstewart1 commented on June 21, 2024

Useful thanks.
I will close

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