They desire (oregontai). Present middle indicative of oregō, old word for stretching out after, yearning after as in 1Ti 3:1.
Their God (theos autōn). Predicate nominative with the epexegetic infinitive epikaleisthai (to be called) used with ouk epaischunetai (is not ashamed).