Unfortunately, it could be the MB, video card, or just about anything in your computer- including your system or OS set-ups. At least it's doubtful that it's your CPU or RAM.
I'd strip everything not necessary for boot-up out- no sound cards, no CD, no floppy, no nics, no SCSI, no USB, etc. and...