Created
July 19, 2016 13:54
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# Define the function | |
ggd.qqplot = function(pvector, main=NULL, ...) { | |
o = -log10(sort(pvector,decreasing=F)) | |
e = -log10( 1:length(o)/length(o) ) | |
plot(e,o,pch=19,cex=1, main=main, ..., | |
xlab=expression(Expected~~-log[10](italic(p))), | |
ylab=expression(Observed~~-log[10](italic(p))), | |
xlim=c(0,max(e)), ylim=c(0,max(e))) | |
lines(e,e,col="red") | |
} | |
#Generate some fake data that deviates from the null | |
set.seed(42) | |
pvalues=runif(10000) | |
pvalues[sample(10000,10)]=pvalues[sample(10000,10)]/5000 | |
# pvalues is a numeric vector | |
pvalues[1:10] | |
# Using the ggd.qqplot() function | |
ggd.qqplot(pvalues) | |
# Add a title | |
ggd.qqplot(pvalues, "QQ-plot of p-values using ggd.qqplot") |
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