Even when you aren't pregnant, you're more likely to get a nosebleed with a cold, sinus infection, or allergies. But approximately 20% of women experience pregnancy rhinitis - inflammation and swelling of the mucous membranes in the nose. Pregnancy rhinitis causes congestion, postnasal drip, and runny nose.