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Cell marker selection #12

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taiwaness opened this issue Dec 3, 2021 · 2 comments
Open

Cell marker selection #12

taiwaness opened this issue Dec 3, 2021 · 2 comments

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@taiwaness
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@chiehyujessie

Well known markers:

Cell Type Markers
T cells (CD4+) PTPRC, CD3D, CD4
T cells (CD8+) PTPRC, CD3D, CD8A, CD8B
B cells PTPRC, CD79A
NK cell PTPRC, NKG7
Myeloid cells PTPRC, LYZ
Endothelial PLVAP
Fibroblast ACTA2
Epithelial EPCAM, KRT8
@taiwaness
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  • tumor vs. normal markers
  • our own dataset for showing maker expression

@chiehyujessie
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SurfaceGenie: a web-based application for prioritizing cell-type-specific marker candidates
(publication in 2020/06)
https://pubmed.ncbi.nlm.nih.gov/32053146/
https://www.cellsurfer.net/surfacegenie
Shiny app -> https://gundrylab.shinyapps.io/surfacegenie/

  • extract its surface prediction consensus (SPC) score to update our surface marker list
  • use GenieScore to order the results of marker selection instead of p-value
  • use the shiny app for marker selection (use small dataset to test first)

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