As a Roman Catholic, it is part of our Creed. When we pray we usually end it with the Sign of the Cross, which says in the name of the Father, Son and Holy Ghost. To a Catholic, all three are almighty God.
I learned the same thing in school. Yet, I've never heard it backed up with scripture from the Bible. Tradition is one thing but I wish there was Sunday school to study the bible.