Well, I`m not sure there`s any sure way to determine which part is bad since you don`t have integrated graphics.
But until we get to spending more money, just go through this checklist - since you just replaced the mobo:
http://www.tomshardware.co.uk/forum/261145-31-perform-steps-posting-post-boot-video-problems
Another thing that is not in the list but happened to me on a friend`s PC while upgrading the CPU cooler - make sure you dont have too much or too little thermal paste on the CPU.
The new CPU cooler that I was upgrading (some BeQuiet) had pre-applied paste, and it was too much of it, so the PC would not output any video at all (I also thought the GPU died on me).
As soon as I removed all that paste and added a pea size amount in the middle, the PC started right up.