Converting a function to work with another package
1
0
Entering edit mode
6.2 years ago
Za ▴ 140

Sorry,

This is a function in Seurat by which we can do a heat map

DoHeatmap <- function(
  object,
  data.use = NULL,
  use.scaled = TRUE,
  cells.use = NULL,
  genes.use = NULL,
  disp.min = -2.5,
  disp.max = 2.5,
  group.by = "ident",
  group.order = NULL,
  draw.line = TRUE,
  col.low = "#FF00FF",
  col.mid = "#000000",
  col.high = "#FFFF00",
  slim.col.label = FALSE,
  remove.key = FALSE,
  rotate.key = FALSE,
  title = NULL,
  cex.col = 10,
  cex.row = 10,
  group.label.loc = "bottom",
  group.label.rot = FALSE,
  group.cex = 15,
  group.spacing = 0.15,
  assay.type = "RNA",
  do.plot = TRUE
) {
  if (is.null(x = data.use)) {
    if (use.scaled) {
      data.use <- GetAssayData(object,assay.type = assay.type,slot = "scale.data")
    } else {
      data.use <- GetAssayData(object,assay.type = assay.type,slot = "data")
    }
  }
  # note: data.use should have cells as column names, genes as row names
  cells.use <- SetIfNull(x = cells.use, default = object@cell.names)
  cells.use <- intersect(x = cells.use, y = colnames(x = data.use))
  if (length(x = cells.use) == 0) {
    stop("No cells given to cells.use present in object")
  }
  genes.use <- SetIfNull(x = genes.use, default = rownames(x = data.use))
  genes.use <- intersect(x = genes.use, y = rownames(x = data.use))
  if (length(x = genes.use) == 0) {
    stop("No genes given to genes.use present in object")
  }
  if (is.null(x = group.by) || group.by == "ident") {
    cells.ident <- object@ident[cells.use]
  } else {
    cells.ident <- factor(x = FetchData(
      object = object,
      cells.use = cells.use,
      vars.all = group.by
    )[, 1])
    names(x = cells.ident) <- cells.use
  }
  cells.ident <- factor(
    x = cells.ident,
    labels = intersect(x = levels(x = cells.ident), y = cells.ident)
  )
  data.use <- data.use[genes.use, cells.use, drop = FALSE]
  if ((!use.scaled)) {
    data.use = as.matrix(x = data.use)
    if (disp.max==2.5) disp.max = 10;
  }
  data.use <- MinMax(data = data.use, min = disp.min, max = disp.max)
  data.use <- as.data.frame(x = t(x = data.use))
  data.use$cell <- rownames(x = data.use)
  colnames(x = data.use) <- make.unique(names = colnames(x = data.use))
  data.use %>% melt(id.vars = "cell") -> data.use
  names(x = data.use)[names(x = data.use) == 'variable'] <- 'gene'
  names(x = data.use)[names(x = data.use) == 'value'] <- 'expression'
  data.use$ident <- cells.ident[data.use$cell]
  if(!is.null(group.order)) {
    if(length(group.order) == length(levels(data.use$ident)) && all(group.order %in% levels(data.use$ident))) {
      data.use$ident <- factor(data.use$ident, levels = group.order)
    }
    else {
      stop("Invalid group.order")
    }
  }
  breaks <- seq(
    from = min(data.use$expression),
    to = max(data.use$expression),
    length = length(x = PurpleAndYellow()) + 1
  )
  data.use$gene <- with(
    data = data.use,
    expr = factor(x = gene, levels = rev(x = unique(x = data.use$gene)))
  )
  data.use$cell <- with(
    data = data.use,
    expr = factor(x = cell, levels = cells.use)
  )

https://github.com/satijalab/seurat/blob/master/R/plotting.R

I am really not able to change this function to do heat map with URD R package. I mean enabling URD to do heat map by this function

Could somebody knowing R help me please?

URD R Seurat • 2.1k views
ADD COMMENT
0
Entering edit mode

What is the problem?

ADD REPLY
0
Entering edit mode

This function in seurat r package gives a heat map, is it possible to use this function with URD r package to plot a heat map as URD itself does not offer plotting such heat map

ADD REPLY
0
Entering edit mode

Why use URD package if it does not fit what you expect ? In R you can load multiples packages, use URD to do whatever you want and load also Seurat to plot what you want.

ADD REPLY
0
Entering edit mode

Right, you imagine groups of cells in URD object; Now, how I use seurat to do heat map on cell clusters of URD? I am using URD because URD make a tree of cells and seurat does not

ADD REPLY
1
Entering edit mode
6.2 years ago
Za ▴ 140

I just added URD clustering labels for each cell into seurat object and then I did DoHeatmap by using group.by="URD clustering labels"

ADD COMMENT

Login before adding your answer.

Traffic: 1783 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6