St. Thomas Aquinas goes through God's existence, simplicity, goodness, perfection, infinity, omnipresence, immutability, eternity, and unity.
http://www.newadvent.org/summa/1.htm
That said, 'God is infinite' means precisely that he is immutable, eternal, not made of matter, omnipresent, omnipotent, etc.
An infinite being cannot change
An infinite being cannot be made of matter - since matter is made finite by form and infinite matter would be formless and thus not perfect (as matter by nature is perfected by its form).
An infinite being cannot have potentiality and thus must be pure act, another reason why He cannot be made of matter.
An infinite being must be immutable (supremely) and as such supremely eternal (He is His own eternity).
Etc