I had a similar problem not too long ago. it turned out to be the motherboard slightly touching the case and shorting out from time to time. Sometimes the computer ran fine for months, sometimes it hung at various stages of the bootup.
If yours always stops at the same spot at bootup, it is most likely something else though.