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#' Function to draw a Volcano Plot
#'
#' Function that takes two numeric vectors (P-Value and fold change)
#' and draws a volcano plot using \code{ggplot2}
#'
#' @param pval numeric vector of P.Values
#' @param fc numeric vector of fold change
#' @param names character vector with the feature's names.
#' @param size (default \code{2}) Sice of the labels in case they are
#' placed.
#' @param tFC (default \code{2}) fold change threshold. It can be set to
#' \code{NULL} to not filter.
#' @param tPV (default \code{-log10(0.001)}) P-Value threshold. It can be set
#' to \code{NULL} to not filter.
#' @param show.labels (default \code{TRUE}) If set to \code{TRUE}, features are
#' labelled.
#' @param show.effect (default \code{FALSE}) If set to \code{TRUE}, the X-axis
#' will should \code{2^logFC} instead to the default \code{logFC}.
#' @return A \code{ggplot} object
#' @examples
#' data(rset)
#' w1 <- getAssociation(rset, rid = 1, fNames = NULL)
#' volcano_plot(w1$P.Value, w1$logFC, rownames(w1))
#' @export
volcano_plot <- function(pval, fc, names, size=2, tFC = 2, tPV = -log10(0.001),
show.labels = TRUE, show.effect = FALSE) {
if(missing(names)) {
names <- base::names(pval)
}
dta <- data.frame(P.Value=pval, FC=fc, names, clr="gray87", alp=0.5, stringsAsFactors=FALSE)
dta$PV <- -log10(dta$P.Value)
dta$feature <- rownames(dta)
if(show.effect) {
dta$FC <- 2^dta$FC
}
if(!is.null(tPV)) {
dta$clr[dta$PV >= tPV] <- "tan3"
dta$alp[dta$PV >= tPV] <- 0.7
}
if(!is.null(tFC)) {
dta$clr[abs(dta$FC) >= tFC] <- "olivedrab"
dta$alp[abs(dta$FC) >= tFC] <- 0.7
}
if(!is.null(tPV) & !is.null(tFC)) {
dta$clr[dta$PV >= tPV & abs(dta$FC) >= tFC] <- "lightskyblue"
dta$alp[dta$PV >= tPV & abs(dta$FC) >= tFC] <- 0.9
}
clrvalues <- c("gray87", "tan3", "olivedrab", "lightskyblue")
names(clrvalues) <- c("gray87", "tan3", "olivedrab", "lightskyblue")
plt <- ggplot2::ggplot(dta, ggplot2::aes_string(x="FC", y="PV", color="clr", fill="clr")) +
ggplot2::theme_bw() +
ggplot2::geom_point(alpha=1) +
ggplot2::scale_colour_manual(values=clrvalues) +
ggplot2::ylab(expression(-log[10](P-Value))) +
ggplot2::theme(legend.position="none")
if(show.effect) {
plt <- plt + ggplot2::xlab("effect")
} else {
plt <- plt + ggplot2::xlab(expression(log[2](Fold~~Change)))
}
if(!is.null(tPV) & !is.null(tFC) & show.labels) {
plt <- plt + ggrepel::geom_text_repel(
data = subset(dta, dta$PV >= tPV & abs(dta$FC) >= tFC),
ggplot2::aes_string("FC", "PV", label="names"),
size = size,
box.padding = ggplot2::unit(0.35, "lines"),
point.padding = ggplot2::unit(0.3, "lines"),
color="black"
)
} else if(!is.null(tPV) & is.null(tFC) & show.labels) {
plt <- plt + ggrepel::geom_text_repel(
data = subset(dta, dta$PV >= tPV),
ggplot2::aes_string("FC", "PV", label="names"),
size = 2,
box.padding = ggplot2::unit(0.35, "lines"),
point.padding = ggplot2::unit(0.3, "lines"),
color="black"
)
}
if(!is.null(tPV)) {
if(sum(dta$PV >= tPV) > 0) {
plt <- plt + ggplot2::geom_hline(yintercept=tPV,
linetype="dotdash", color="gray69", size=0.75)
}
}
if(!is.null(tFC)) {
if(sum(dta$FC <= -tFC) > 0) {
plt <- plt + ggplot2::geom_vline(xintercept=-tFC,
linetype="dotdash", color="gray69", size=0.75)
}
}
if(!is.null(tFC)) {
if(sum(dta$FC >= tFC) > 0) {
plt <- plt + ggplot2::geom_vline(xintercept=tFC,
linetype="dotdash", color="gray69", size=0.75)
}
}
plt
}
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