Wikipedia tells me something about Anglo-Saxon runic alphabet but I'm not too inclined to dig through a pile of Wikipedia articles to discover the exact relationship.
Oh, on the topic of runes (which I think will come up) - were Tolkien's runes based on Old English runic alphabet?
I haven't started the Old English at my uni, but I think I'll pick the course on it next semester.