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doublets.md

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Doublet identification

  • gene number filter is not effective in identifying doublets (Scrublet2019 article).
  • there is no good unsupervised doublets detection method for now
  • DoubletIdentification works for a group of cells we suspect they might be doublets (a cluster or a group of clusters) - if we see mixed marker signature and we know that these cells are not in transitional state, i.e. expert review of clusters is needed before doublet deconvolution
  • dump counts from suspected counts from Seurat
  • identify doublets with Scrublet
  • get back to Seurat

R based DoubletFinder and DoubletDecon have issues