I forgot where I read it (maybe here on Delcamp), but the problem is at its worst for the solo performer. We are a pack animal, and being all alone on stage is as if we are surrounded by predators. I know for me, even a duet partner makes a huge difference in my level of anxiety.
It's funny how it's all in the head. Just thinking about this as I type, I can feel a spike in anxiety.