My understanding is that while the video card is typically the major thing, if one's CPU is too 'old' then well, it can't take advantage of the advanced card so much (bottleneck). So CPU can be a factor.
But if you have a fairly 'modern/speedy' PC and an older card, the card is then the bottleneck. Depends a bit I guess.