2021-11-06 13:03:36 +01:00
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#' Plot a ranking as a scatter plot of scores.
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#'
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#' This function requires the package `plotly`.
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#'
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#' @param ranking The ranking to visualize.
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#' @param gene_sets A list of gene sets (containing vectors of gene IDs) that
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#' will be highlighted in the plot.
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#' @param labels Labels for the gene sets. This is required if gene sets are
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#' given and has to have the same length.
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#'
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#' @seealso ranking()
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#'
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#' @export
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plot_scores <- function(ranking, gene_sets = NULL, labels = NULL) {
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if (!requireNamespace("plotly", quietly = TRUE)) {
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stop("Please install \"plotly\" to use this function.")
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}
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plot <- plotly::plot_ly() |>
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plotly::add_trace(
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data = ranking,
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x = ~rank,
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y = ~score,
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color = "All genes",
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type = "scatter",
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mode = "markers",
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hoverinfo = "skip"
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) |>
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plotly::layout(
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xaxis = list(title = "Rank"),
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yaxis = list(title = "Score")
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)
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if (length(gene_sets) > 0) {
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# Take out the genes to be highlighted.
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gene_set_data <- ranking[gene %chin% unlist(gene_sets)]
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# Add labels for each gene set.
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for (i in seq_along(gene_sets)) {
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gene_set_data[gene %chin% gene_sets[[i]], label := labels[i]]
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}
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# Include gene information which will be used for labeling
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2021-11-06 13:22:57 +01:00
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gene_set_data <- merge(
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gene_set_data,
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geposan::genes,
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by.x = "gene",
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by.y = "id"
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)
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2021-11-06 13:03:36 +01:00
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plot <- plot |> plotly::add_trace(
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data = gene_set_data,
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x = ~rank,
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y = ~score,
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color = ~label,
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text = ~name,
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type = "scatter",
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mode = "markers",
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marker = list(size = 20)
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)
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}
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plot
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}
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#' Visualize a ranking by comparing gene sets in a boxplot.
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#'
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#' This function requires the package `plotly`.
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#'
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#' @param ranking The ranking to visualize.
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#' @param gene_sets A list of gene sets (containing vectors of gene IDs) that
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#' will be shown as separate boxes.
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#' @param labels Labels for the gene sets. This is required if gene sets are
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#' given and has to have the same length.
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#'
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#' @seealso ranking()
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#'
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#' @export
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plot_boxplot <- function(ranking, gene_sets = NULL, labels = NULL) {
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if (!requireNamespace("plotly", quietly = TRUE)) {
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stop("Please install \"plotly\" to use this function.")
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}
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data <- copy(ranking)
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# Add labels for each gene set.
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for (i in seq_along(gene_sets)) {
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data[gene %chin% gene_sets[[i]], label := labels[i]]
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}
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# Label the other genes.
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data[!gene %chin% unlist(gene_sets), label := "Other genes"]
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plotly::plot_ly(
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data = data,
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y = ~score,
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color = ~label,
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type = "box"
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)
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}
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