tar xzf file.tar.gz
The letters are:
You can use tar with a "z" argument
tar xvfz mytar.tar.gz
If you don't have gnu tar it is still possible to open the file in a single step (although technically still two commands) using a pipe
zcat file.tar.gz |tar x