How do I assign tag colors across several different roadmaps?

We broke our team out by application and created one roadmap per application to be wrapped up into the main portfolio and I'd like my color-coded tags to cross over the application roadmaps. I haven't figured out how to do that yet, but I'm hoping it's just a workflow piece I'm missing. Thank you!