Since the doors are painted, you cold use a white, caulking specially made to be a "filler." It will not get brittle, and will stay in an elastic state.
Fill the crack and smooth with a wet finger or wet soft rag.
Most caulkings let you paint over it immediately, if you want to touch it up.
Good Luck!
Muzzi71, January 2005