Select candidate Luciernaga output .fcs files for future use in unmixing.
Source:R/Luciernaga_Tree.R
Luciernaga_Tree.Rd
Select candidate Luciernaga output .fcs files for future use in unmixing.
Examples
library(flowCore)
library(flowWorkspace)
library(openCyto)
library(data.table)
library(dplyr)
library(purrr)
library(stringr)
StorageLocation <- file.path(tempdir(), "LuciernagaTreeExample")
if (!dir.exists(StorageLocation)) {dir.create(StorageLocation)}
File_Location <- system.file("extdata", package = "Luciernaga")
FCS_Files <- list.files(path = File_Location, pattern = ".fcs",
full.names = TRUE)
CellSingleColorFiles <- FCS_Files[grep("Cells", FCS_Files)]
CellSingleColors <- CellSingleColorFiles[!str_detect("Unstained", CellSingleColorFiles)]
MyCytoSet <- load_cytoset_from_fcs(CellSingleColors[1:2],
truncate_max_range = FALSE,transformation = FALSE)
MyGatingSet <- GatingSet(MyCytoSet)
MyGates <- fread(file.path(path = File_Location, pattern = 'Gates.csv'))
MyGatingTemplate <- gatingTemplate(MyGates)
#> Adding population:singletsFSC
#> Adding population:singletsSSC
#> Adding population:singletsSSCB
#> Adding population:nonDebris
#> Adding population:lymphocytes
gt_gating(MyGatingTemplate, MyGatingSet)
#> Gating for 'singletsFSC'
#> done!
#> done.
#> Gating for 'singletsSSC'
#> done!
#> done.
#> Gating for 'singletsSSCB'
#> done!
#> done.
#> Gating for 'nonDebris'
#> done!
#> done.
#> Gating for 'lymphocytes'
#> The prior specification has no effect when usePrior=no
#> Using the serial version of flowClust
#> The prior specification has no effect when usePrior=no
#> Using the serial version of flowClust
#> done!
#> done.
#> finished.
UnstainedFCSFiles <- FCS_Files[grep("Unstained", FCS_Files)]
UnstainedCells <- UnstainedFCSFiles[-grep("Beads", UnstainedFCSFiles)]
MyUnstainedCytoSet <- load_cytoset_from_fcs(UnstainedCells[1],
truncate_max_range = FALSE,transformation = FALSE)
MyUnstainedGatingSet <- GatingSet(MyUnstainedCytoSet)
gt_gating(MyGatingTemplate, MyUnstainedGatingSet)
#> Gating for 'singletsFSC'
#> done!
#> done.
#> Gating for 'singletsSSC'
#> done!
#> done.
#> Gating for 'singletsSSCB'
#> done!
#> done.
#> Gating for 'nonDebris'
#> done!
#> done.
#> Gating for 'lymphocytes'
#> The prior specification has no effect when usePrior=no
#> Using the serial version of flowClust
#> done!
#> done.
#> finished.
removestrings <- c(".fcs", "(", ")", "Cells")
FileLocation <- system.file("extdata", package = "Luciernaga")
pattern = "AutofluorescentOverlaps.csv"
AFOverlap <- list.files(path=FileLocation, pattern=pattern, full.names = TRUE)
SingleColor_Data <- map(.x=MyGatingSet[1:2], .f=Luciernaga_QC,
subsets="lymphocytes", removestrings=removestrings, sample.name="GUID",
unmixingcontroltype = "cells", Unstained = FALSE, ratiopopcutoff = 0.001,
Verbose = FALSE, AFOverlap = AFOverlap, stats = "median", ExportType = "fcs",
Brightness=TRUE, SignatureReturnNow = FALSE,outpath = StorageLocation,
Increments=0.1, SecondaryPeaks=2, experiment = "FirstExperiment",
condition = "ILTPanel", Subtraction = "Internal", CellAF=TheCellAF,
SCData="subtracted",NegativeType="default")
Unstained_Data <- map(.x=MyUnstainedGatingSet[1], .f=Luciernaga_QC,
subsets="nonDebris", removestrings=removestrings, sample.name="GUID",
unmixingcontroltype = "cells", Unstained = TRUE, ratiopopcutoff = 0.001,
Verbose = FALSE, AFOverlap = AFOverlap, stats = "median", ExportType = "fcs",
Brightness=TRUE, SignatureReturnNow = FALSE, outpath = StorageLocation,
Increments=0.1, SecondaryPeaks=2, experiment = "FirstExperiment",
condition = "ILTPanel", Subtraction = "Internal", CellAF=TheCellAF,
SCData="subtracted",NegativeType="default", minimalfcscutoff=0.01)
PanelPath <- file.path(File_Location, "UnmixingPanel.csv")
MoveThese <- Luciernaga_Tree(BrightnessFilePath = StorageLocation,
PanelPath = PanelPath)