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#' @title Plotting the pseudo-time ordering in the t-SNE map
#' @description The tSNE representation can also be used to show the pseudo-time
#' ordering.
#' @param object \code{DISCBIO} class object.
#' @return A plot of the pseudo-time ordering.
setGeneric("plotOrderTsne", function(object) {
standardGeneric("plotOrderTsne")
})
#' @export
#' @rdname plotOrderTsne
setMethod(
"plotOrderTsne",
signature = "DISCBIO",
definition = function(object) {
ran_k <- length(object@tsne) > 0
ran_m <- length(object@MBtsne) > 0
if (ran_k) {
total <- rbind(object@ndata, object@kordering)
clustering_method <- "k-means"
x <- object@tsne
} else if (ran_m) {
total <- rbind(object@ndata, object@MBordering)
clustering_method <- "model-based"
x <- object@MBtsne
} else {
stop("run comptsne before plotOrderTsne")
}
rownames(total)[nrow(total)] <- paste(
"Pseudo-time ordering of", clustering_method, "clustering"
)
g <- rownames(total)[nrow(total)]
n <- g[1]
l <- apply(total[g, ] - .1, 2, sum) + .1
mi <- min(l, na.rm = TRUE)
ma <- max(l, na.rm = TRUE)
ColorRamp <- colorRampPalette(
rev(brewer.pal(n = 7, name = "RdYlBu"))
)(100)
ColorLevels <- seq(mi, ma, length = length(ColorRamp))
v <- round((l - mi) / (ma - mi) * 99 + 1, 0)
layout(
matrix(
data = c(1, 3, 2, 4),
nrow = 2,
ncol = 2
),
widths = c(5, 1, 5, 1),
heights = c(5, 1, 1, 1)
)
opar <- withr::local_par(mar = c(3, 5, 2.5, 2))
on.exit(withr::local_par(opar))
plot(
x,
xlab = "Dim 1",
ylab = "Dim 2",
main = n,
pch = 20,
cex = 0,
col = "grey",
las = 1
)
for (k in seq_len(length(v))) {
points(
x[k, 1],
x[k, 2],
col = ColorRamp[v[k]],
pch = 20,
cex = 1.5
)
}
opar <- withr::local_par(mar = c(3, 2.5, 2.5, 2))
on.exit(withr::local_par(opar))
image(
1,
ColorLevels,
matrix(
data = ColorLevels,
ncol = length(ColorLevels),
nrow = 1
),
col = ColorRamp,
xlab = "",
ylab = "",
las = 1,
xaxt = "n"
)
layout(1)
}
)
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