My copy of the GoF book does not have that sentence as the only one on it's page, however there are only two guiding principles mentioned in chapter one, the other one being:

"Program to an interface, not an implementation"

and this actually comes before the other one about composition.

Inheritance (i.e. implementation inheritance) creates tight coupling between classes, whereas interfaces exist to prevent that happening, ... they are quite different constructs.