How do I make morph targets play nicely with pose transformations?

A problem arises when I use a morph target to modify the proportion of a mesh and then apply a pose. Obviously the bones aren’t effected by the morphing and causes this undesired explosion effect. I made a picture below.

Perhaps I’m missing something elementary. How do I make these things play nicely?