pc wont show signal

My pc completely shut off a while ago. Took to repair shop they said motherboard. I replaced the mother board. It powers on now but no image on monitor. Could it be the cpu or graphics card? When I took the computer apart, the thermal paste was almost all gone and not sure if you’re suppose to...