Search "2007 Mac Pro" on Apple forum and you will have some good responses.
It seems GPU unsolder itself because it is badly cooled down (common issue)
There are few solutions, apart opening the case, pressing down the GPU sides (not fan, of course) and try to boot. If there is a GPU bad solder...