## User tool: marker level represented on metacluster tree, on a subset of samples given by an list of index, removing a given number of smallest metacluster
#' Modified PlotMarkerMST function of FlowSOM, with removal of smallest clusters, over a subset of data
#' @param fSOMObject FlowSOM tree
#' @param markerName name of marker
#' @param condIndex index of data events
#' @param mainTitle title
#' @param nbRm number of smallest cluster to remove
#' @param globalMinMax min and max value of markers, used for color scale
#' @export
#'
PlotMarkerMSTCondRm <- function(fSOMObject,markerName,condIndex,mainTitle,nbRm=0,globalMinMax=c()){
fSOM4Plot=list(
map=fSOMObject$map,
prettyColnames=fSOMObject$prettyColnames,
MST=fSOMObject$MST)
dataIndex = unlist(sapply(fSOMObject$metaData[condIndex],function(x){x[1]:x[2]}))
clSizes = sapply(1:length(fSOMObject$map$medianValues[,1]),function(x){length(which(fSOMObject$map$mapping[dataIndex,1] == x))})
if (nbRm>0) {
indexKeep = which(fSOMObject$MST$size > sort(fSOMObject$MST$size)[nbRm])
indexRemove = setdiff((1:length(fSOMObject$MST$size)),indexKeep)
fSOM4Plot$MST$size = (sqrt(clSizes)/max(sqrt(clSizes))*15)[indexKeep]
fSOM4Plot$map$medianValues = t(sapply(1:length(fSOMObject$map$medianValues[,1]),function(i){
if(length(intersect(dataIndex,which(fSOMObject$map$mapping[,1] == i))) == 0 )
{print(paste("Cluster ",i," has size zero for given condition, use global median value"))
apply(fSOMObject$data[which(fSOMObject$map$mapping[,1] == i),,drop=F],2,function(x){median(x)})}
else {apply(fSOMObject$data[intersect(dataIndex,which(fSOMObject$map$mapping[,1] == i)),,drop=F],2,function(x){median(x)})}
}))[indexKeep,]
##print(fSOM4Plot$map$medianValues)
fSOM4Plot$MST$graph=igraph::induced_subgraph(fSOMObject$MST$graph,indexKeep)
fSOM4Plot$MST$l = fSOMObject$MST$l[indexKeep,]
}
else {
fSOM4Plot$MST$size = sqrt(clSizes)/max(sqrt(clSizes))*15
fSOM4Plot$map$medianValues = t(sapply(1:length(fSOMObject$map$medianValues[,1]),function(i){
if(length(intersect(dataIndex,which(fSOMObject$map$mapping[,1] == i))) == 0 )
{print(paste("Cluster ",i," has size zero for given condition, use global median value"))
apply(fSOMObject$data[which(fSOMObject$map$mapping[,1] == i),,drop=F],2,function(x){median(x)})}
else{apply(fSOMObject$data[intersect(dataIndex,which(fSOMObject$map$mapping[,1] == i)),,drop=F],2,function(x){median(x)})}
}))
}
if (length(globalMinMax) > 0)
{
maxGlobal = globalMinMax[2]
minGlobal = globalMinMax[1]
maxCond=max(fSOM4Plot$map$medianValues[,markerName])
minCond=min(fSOM4Plot$map$medianValues[,markerName])
colorPalette1000=grDevices::colorRampPalette(c("#00007F", "blue","#007FFF", "cyan", "#7FFF7F", "yellow", "#FF7F00", "red", "#7F0000"))(1000)
minIndex=(minCond-minGlobal)/(maxGlobal-minGlobal)*1000
maxIndex=(maxCond-minGlobal)/(maxGlobal-minGlobal)*1000
colorIndexRound=round(minIndex+(0:8)*(maxIndex-minIndex)/8)
colorPaletteCond=grDevices::colorRampPalette(colorPalette1000[colorIndexRound])
FlowSOM::PlotMarker(fSOM4Plot, marker=markerName, view = "MST", main=mainTitle,colorPalette = colorPaletteCond)
}
else {FlowSOM::PlotMarker(fSOM4Plot, marker=markerName, view = "MST", main=mainTitle)}
}
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