The formula for gravitational potential energy is ...
Grav PE = (mass) · (gravity) · (height)
We can see from this simple formula that mass and height have <em>EQUAL </em>influence on the Gravitational PE. If EITHER of them is multiplied by some factor, the Gravitational PE gets multiplied by the same factor.