Yeah, choice of distro mainly matters in terms of how software is installed/updated, how recent the software is that you get in the distro's repositories, how well this software has been integration-tested how do the defaults look like (preinstalled software as well as settings) and most importantly of course, what color do they theme their stuff in?

If anything else irks you, you're probably looking for a different desktop environment or just to replace one application.