If I recall correctly, those types of boards use TWO power supplies. The screw terminal one operates the JAMMA section whilst the computer power supply operates the computer mother board only.
If this board uses a hard drive to hold the games, check the cables to it. Hopefully the hard drive didn't get bounced around during the trip home.