Screeching or creaking sound under car

You've noticed that...

When the car is in gear and driving along there's a screeching and/or a creaking metallic sound coming from under the centre of the car. The sound will change and get worse as the car moves and accelerates.
These 2 parts can be connected to or cause the problem