CODEWITHSUNDEEP
rheatmapgplots
fyr91
fyr91

Reputation: 1293

How to interpret heatmap key and histogram generated from heatmap.2?

Dear stackoverflow community, I have generated a heatmap on a random matrix from the following R code. I am having trouble interpreting the Color Key and Histogram at the top-left of the plot.

library("gplots")
library("RColorBrewer")
m<-matrix(rexp(200, rate=.1), ncol=20)
colors <- colorRampPalette( rev(brewer.pal(11, "RdYlGn")) )(255)
heatmap.2(m, col=colors, trace="none", Rowv=FALSE)

enter image description here

What do the x and y axis mean in the Color Key and Histogram?

Also, I noticed that I am able to scale the data row or column wise with the scale argument. For example:

heatmap.2(m, col=colors, scale="row", trace="none", Rowv=FALSE)

I will be able to get: enter image description here

How should I interpret the row z-score?

Thank you all in advance!

Upvotes: 2

Views: 4635

Answers (1)

Joe
Joe

Reputation: 8631

It is simply a histogram of all the values you have in your matrix m (value vs frequency) and how they correspond to the specified heatmap colour range. Using the scale argument, you have transformed each value in m to a row Z-score, or the number of standard deviations above or below the mean of its row. This gives a distribution centred around the midpoint of the colour scale, so the heatmap has more contrast and is easier to interpret.

To check your heatmap gives optimal detail and interpretability, you can turn on trace and check that the lines go to either the very top and bottom (or the far left and far right) of a decent proportion of the tiles.

Upvotes: 1

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