I'm sorry for the uncertainty. Thanks to your advices, now I can point out what I wonder.
$$When \quad e^x=y$$ 1. $${\partial F\over\partial y}=e^{-x}{\partial F\over\partial x}$$ 2.$${\partial^2 F\over\partial y^2} =(e^{-2x}{\partial^2 \over\partial x^2} \mathbf{-e^{-2x}{\partial \over\partial x}})F$$
$$where \quad F(y,z) \quad is \quad a \quad function \quad of \quad y \quad and \quad z, \quad and \quad is \quad a \quad function \quad that \quad is \quad of \quad class \quad C^{\infty}$$ $$ and \quad where \quad variable \quad z \quad is \quad independent \quad of \quad x \quad and \quad y.$$
In 1, I understood it analogically with the following:
$$de^{x}={\partial e^{x} \over \partial x}dx=e^{x}dx$$
But 2 is very confusing. I can't derive the result above step by step. Though the_architect thankfully let me know that product rule is used in 2, I still don't know how to do it manually.