Knee pain at night!

Claire
I am normally a fantastic sleeper, but lately I've been having knee pain that hurts so bad I have to wake up to roll myself from one side to the other. I sleep on my sides now (23 weeks) with my knees bent, and only one pillow under my head. 
Has anyone experienced this? Any advice or counsel? 
Edit: The pain is gone in the morning!