Outline cell of heatmap

Suppose I have a heatmap. For example

r = rand(1:10,5,5)
heatmap(r) 

I would like to outline one of its cells with a dashed red rectangle. Do you have any suggestion on how to achieve this? See an example below, where I manually replicated what I would like to obtain in Julia

jl_Jqsy3Q copy