Eczema. Eczema, also known as atopic dermatitis, is generally a mild skin disease and is the most common skin disease in primary immunodeficiency diseases. Often referred to as --the itch that rashes,-- eczema typically begins as patches of dry, itchy skin which worsen and erupt into rash as they are scratched.read more >>