Totally untrue. I've run many many tens of thousands of GPUs for years, in the worst of conditions (directly exposed to seasonal temperatures and environment)... they keep on ticking.
Power supplies on the other hand... those don't seem to last as long, but we open those up and they are hand soldered by someone in China.