I am creating a Manhattan plot in R, where my aim is to highlight SNPs based on the trait they relate to.
Here is the tail of my main dataframe (gwas_plot):
SNP CHR BP P
58008 rs77855001 1 249213034 8.665e-01
58009 rs74322942 1 249218520 7.437e-01
58010 rs114152373 1 249222547 6.504e-02
58011 rs11205304 1 149906423 4.000e-23
58012 rs11205305 1 149906433 2.000e-16
58013 rs1061956 1 149914327 4.000e-06
I have another dataset (gwascat_topsnp) which contains a subset of the SNPs in gwas_plot, with a description included. It looks like this:
SNP CHR BP P Description
1 rs11205301 1 149906412 4e-23 Height
2 rs11205301 1 149906412 2e-16 Height
3 rs1061954 1 149914353 4e-06 Obesity-related Traits
I altered the source code for the manhattan plot (original source code found here: https://github.com/stephenturner/qqman/tree/master/R), at a particular section which allows you to highlight specific SNPs. I altered it so that the pch would be unique for each "Description" category (in the above data frame).
This is the section I added:
keyword2=gwascat_topsnp$Description
# Highlight2: highlight snps from a second character vector
if (!is.null(highlight2)) {
if (any(!(highlight2 %in% d$SNP))) warning("You're trying to highlight SNPs that don't exist in your results.")
d.highlight2=d[which(d$SNP %in% highlight2), ]
with(d.highlight2, points(pos, logp, col="red1", pch=1:24[as.factor(keyword2)], ...))
}
So here is the code that I use to plot the Manhattan plot:
par(xpd=T, mar=par()$mar+c(0,0,3,0))
manhattan_KB(gwas_plot,col=c("grey"),highlight=gwas_main[rownum,1],highlight2=gwascat_topsnp$SNP)
par(xpd=TRUE)
legend(0,40,legend=levels(as.factor(keyword2)),
col=c("red1"),pch=1:24[as.factor(keyword2)],
bty="n",cex=0.8,ncol=1,horiz=F)
par(mar=c(5,4,4,2) + 0.1)
However, in the output seen here, both SNPs with the description labelled as "Height" should have the same pch, however they do not: One of them has a circle and one of them has a triangle, and the other trait remians unlabelled in the legend.
Could someone please help me with where I am going wrong? If you need any more information I will be happy to provide it.
Thank you!