# Can I perform two-sample t-test on z-scores?

I want to test for a difference in means between two sets of data. The data is standardized using $(X-\mu)/\sigma$. Can I perform two-sample t-test for a difference in means? In general, since I have standardized through mean shift, which means I've set the means at 0, should I expect mean difference at all?