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## colors in colorpalette should be in hexadecimal format, without alpha shading i.e. #FF0000 (red) | |
## my favorite palette (color blind accessible) | |
cbPalette <- c("#999999", "#E69F00", "#56B4E9", "#009E73", "#F0E442", "#0072B2", "#D55E00", "#CC79A7", "#000000") | |
## try to make the colorpalette at least as long as the number of categories | |
## alpha is a numerical value from 0 to 1 | |
PCAplot <- function(eset=NULL, categories=NULL, title=NULL, colorpalette=NULL, alpha=1){ | |
# get metadata | |
pd <- pData(eset) | |
# adjust alpha to hexadecimal format | |
alpha <- sprintf("%x", ceiling(alpha*255)) | |
# add alpha to colors | |
colorpalette <- paste(colorpalette, alpha, sep="") | |
# extract expression values | |
eset <- exprs(eset) | |
# PCA transformations | |
myPca <- prcomp(t(eset)) | |
tmpPCAData <- as.data.frame(myPca$x[,1:4]) | |
colors <- colorpalette[factor(as.character(unlist(pd[,categories])))] | |
legend_values=unique(cbind(colors, as.character(pd[,categories]))) | |
pairs(tmpPCAData, bg=colors, col="#606060", cex=2, pch=21, main=title, oma=c(8,5,5,14)) | |
legend("right", cex=0.7, col="#606060", pt.bg=legend_values[,1], pt.cex=1.5, legend=legend_values[,2], pch=21, bty="n", x.intersp=1) | |
} |
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