How to backup applications with multiple users in Lollipop? (w/ Root)

I've been thinking of installing a different ROM on my tablet but I would like to keep all my applications from both users. Is it possible?

I'm sorry if this is a well known feature inside Titanium backup, but I wasn't able to find anything by googling it.