Use a phylogeny program (like neighbor in phylip) to group the sample data.

Phylip homepage http://evolution.genetics.washington.edu/phylip.html

The sample expr.txt expr2phylip.py

The phylip sample infile outfile

What elements are most related?

What groupings of elements stand out?