Wicking sports bra, sometimes with an additional layer on top of that. (Craft...thing in summer, Smartwool tank top in spring/fall, Craft insulating layer in winter. Both tank and Craft layer if it's REALLY cold.)

I imagine a regular bra with be...uncomfortable...and really nasty when sweaty.