#' Plot the top marker genes for ALL cell types
#'
#' This function plots the top n marker genes for a all cell types based off of
#' the `stats` table from `get_mean_ratio2()` in a multi-page pdf.
#' The gene expression is plotted as violin plot with `plot_gene_express` and adds
#' annotations to each plot.
#'
#' @param sce [SummarizedExperiment-class][SummarizedExperiment::SummarizedExperiment-class] object
#' @param stats A `data.frame()` generated by get_mean_ratio and/or findMarkers_1vAll
#' @param pdf_fn A `character()` of the pdf filename to plot to
#' @param n_genes An `integer()` of number of markers you'd like to plot
#' @param rank_col The `character()` name of column to rank genes by in `stats`
#' @param anno_col The `character()` name of column containing annotation in `stats`
#' @param cellType_col The `character()` name of colData column containing cell type for sce data,
#' matches `cellType.target` in `stats`
#' @param color_pal A named `character(1)` vector that contains a color pallet matching the values in `cellType_col`.
#' @param plot_points A logical indicating whether to plot points over the violin,
#' defaults to `FALSE` as these often become over plotted and quite large (especially when saved as PDF)
#'
#' @return A pdf with violin plots for the expression of top marker genes for all cell types
#' @export
#'
#' @examples
#' # plot_marker_express_ALL(sce.test, stat = marker_test, pdf_fn = "./plots/test_marker_expression_ALL.pdf")
#' @family expression plotting functions
#' @importFrom ggplot2 ggplot geom_violin geom_text facet_wrap stat_summary
plot_marker_express_ALL <- function(
sce,
stats,
pdf_fn = "marker_expression.pdf",
n_genes = 10,
rank_col = "rank_ratio",
anno_col = "anno_ratio",
cellType_col = "cellType",
color_pal = NULL,
plot_points = FALSE) {
stopifnot(cellType_col %in% colnames(colData(sce)))
if (is.factor(sce[[cellType_col]])) {
cell_types <- levels(sce[[cellType_col]])
} else {
cell_types <- unique(sce[[cellType_col]])
}
if (!all(cell_types %in% stats$cellType.target)) {
# missing <- cell_types[!cell_types %in% stats$cellType.target]
stop("Stats is missing cell types, check you're using the correct marker stats data and cellType_col")
}
grDevices::pdf(pdf_fn)
message("Plotting Markers for...")
for (ct in cell_types) {
message("\t", ct)
print(plot_marker_express(
sce = sce,
stats = stats,
cell_type = ct,
n_genes = n_genes,
rank_col = rank_col,
anno_col = anno_col,
cellType_col = cellType_col,
color_pal = color_pal,
plot_points = plot_points
))
}
message("Done!")
grDevices::dev.off()
}
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