Molly, I believe this is about the right time for pruning in your zone- I've been seeing posts from other warm zone folks lately talking about doing their pruning this month. If it's time to fertilize, I'd say go ahead and prune.
"...and don't think the garden loses its ecstasy in winter. It's quiet, but the roots are down there riotous." Rumi