For least possible noise and grain do not put your camera over ISO 800. If you take a really grainy photo use the Luminance tool found commonly with the Sharping to correct the grain. It can also help tremendously to put the photo in black and white. I personally use, Camera Raw associated with Adobe Bridge.
Breath 