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How to change heatmap.2 color range in R?

Tags:

r

colors

heatmap

I'm using gplot to produce a heatmap showing log2-fold changes of a treatment groups versus paired controls. With the following code:

 heatmap.2(as.matrix(SeqCountTable), col=redgreen(75), 
           density.info="none", trace="none", dendrogram=c("row"), 
            symm=F,symkey=T,symbreaks=T, scale="none") 

I output a heat map with real fold change values (i.e., non Row-Z score) which is what I'm after, in the Red-Black-Green color scheme that is every biologist's favorite!

http://i.stack.imgur.com/uhFbP.jpg

The actual range of log2-fold change is -3/+7, with many values in the -2/-1 and +1/+2 range, which appear as dark red/green (respectively). This makes the whole heatmap quite dark and so difficult to interpret.

  • Is there a way of skewing the color gradient to make it less linear? That is, so that the gradient from black to quite bright occurs over a smaller range?
  • And / or change the color range to be asymmetric, i.e., to run from -3/+7, as the data does, rather than -7/+7 as the scale currently does, with black still centered on zero?
like image 649
Lippy Avatar asked Jul 23 '13 20:07

Lippy


1 Answers

I got the color range to be asymmetric simply by changing the symkey argument to FALSE

symm=F,symkey=F,symbreaks=T, scale="none"

Solved the color issue with colorRampPalette with the breaks argument to specify the range of each color, e.g.

colors = c(seq(-3,-2,length=100),seq(-2,0.5,length=100),seq(0.5,6,length=100))

my_palette <- colorRampPalette(c("red", "black", "green"))(n = 299)

Altogether

heatmap.2(as.matrix(SeqCountTable), col=my_palette, 
    breaks=colors, density.info="none", trace="none", 
        dendrogram=c("row"), symm=F,symkey=F,symbreaks=T, scale="none")
like image 112
Lippy Avatar answered Nov 12 '22 23:11

Lippy