In my master bathroom in the shower it sounds like water running in the lines or air under pressure. I have no signs of a water leak and have lost no water pressure in the house. What could it be?

Could be a leaking toilet that shares a common line. Turn off the stop valve for the toilet. Noise remain or go away? If it goes away, you either have the toilet water level too high or a leaking flapper valve.