You can reduce noise by selecting the "Enhance" page. Move up the "de-noise" slider to increase the denoising effect.
The "De-noise parameter" slider lets you choose the brighter or darker colours when de-noising.
When brightening dark areas of the image, you tend to get a lot of "colour noise". You can reduce the colour noise using the "Reduce dark colours" slider.