If so, are we able to play any music from this period?
They used the old Greek letter notation as well as Greek music theory. This was, as far as we can tell, a matter for the educated in theorising about music, rather than a tool for musicians to help remember and communicate musical ideas. One of the best preserved antique pieces of music is from the roman period, but it is culturally Greek rather than Roman. Seikilos Epitaph, which was inscribed on a tombstone found in what is now Turkey. As far as I am aware, we have no evidence in the form of written down music of how music may have sounded in the city of Rome, though it surely changed a lot over the centuries.
hi! here are a bunch of links I rounded up a few days ago for a similar question (what did ancient Roman music sound like, and did they have notation?); check 'em out ~