I'm sure there are more complex reasons as to the use of oxygen in the body, ones which I am nowhere near educated enough to comment on, let alone understand.
But oxygen is used in the synthesis of energy. Without oxygen, we cannot turn the stores of glycogen (maybe) into usable energy so we can function.