Story about misfit group of circus freaks?

I remember very little, aside from the fact that there was a motley group of circus performers (contortionist, sword swallower, fire breather, maybe a Romani fortune teller?) and they had an unfortunate circumstance but they stuck together. The fire breather was depressed and ended up breathing in the fire intentionally to end his life. Any leads appreciated!!