WordPress Multisite: Change setup from sub-domain to sub-directory?

Hello!

I have a Multisite installation configured with the sub-domain selection (new-domain.myestatespace.com) and I would like to change this to sub-directory (www.myestatespace.com/new-directory/).

What changes do I need to make?

Thanks so much!

Andrew