Swelling and sore gums in mid-pregnancy may be caused by pregnancy periodontitis, a common oral problem during pregnancy. Here are some suggestions to relieve sore gums: 1. Good oral hygiene habits: Brush your teeth twice a day, using a soft-bristled brush and mild toothpaste.