Danny is correct, one of the best things you can do to help control noise is to expose the image properly. If that means using a higher ISO, then you use a higher ISO.
+1.. Here is an example, and I even take it a step further, when I go to 3200 or even 6400 I expose up to 1/3 over to help kill noise.
Here is an example. Night football ISO 3200, over exposed a touch, brought back down in lightroom when converted to jpg. Only post is WB correction, this is the noise level SOC.

