The ghost who attacks Radagast in Dol Guldur is Witch-King of Angmar, the same who stabs Frodo on Weathertop in The Lord of the Rings: The Fellowship of the Ring. The Necromancer spotted by Radagast is the first sign of Sauron's re-manifestation in Middle-Earth.