yes, i did the same to the system i am running now.
just for to be safe, do not do with your cpu fan.(of course there are is a 4 pin just for the cpu fan)
You can plug a 3-pin CPU fan into a 4-pin socket on the motherboard with no danger. The fan will just run at full speed since it is not a PWM fan.