37, getting fit but Achy all the time :(

This is new for me. I have lost nearly 50 pounds and have been getting fit over the past year. Lately I am aching all the time. It is not really the same as muscle soreness. Just this deep ache. Its keeping me up at night and I am getting depressed. Have any of you felt this?