Usually you won't lose anything.
I've done that before. But you can save your blog and if things go wrong, go back to it.
Do you intend to change to another template already available on Blogger or to another one from a third party ?
What about the one that you're using now, is it a Blogger default one ?
I guess that the main issue is not so much about losing articles but about losing widgets or other HTML elements ?