It does not twist off, and you will only make the problem worse. Have a dealer inspect it. It is just a minor adjustment. There have been some situations where the shifter **** comes off while putting the car into reverse. A TSB calls for pulling up on the **** hard to see if it comes off. If it does, there are procedures for fixing it.