Wearing a fitting bra may help relieve discomfort or any pain. It's okay to sleep in a bra if it's more comfortable for you. Women are usually advised to avoid certain types of pain relief while pregnant, but if your breasts are particularly painful you can talk to your doctor for advice on pain medication.