Let $x$ be a R.V. that is normally distributed with mean 0 (for simplicity we can even assume its a standard normal).
Let $F$ be a monotonic function such that $F(0)=0$
Does it follow that y=F(x) is also normally distributed? Does it even follow that if we graphed the pdf of y, the peak would be at 0.
I would think so...