It depends on your definition of modifiable. There's plenty of people who are obese that would insist its not modifiable, and plenty of people who changed their behavior and were able to fix their depression or at least reduce it.

Tbh, if there is literature that exists suggesting you can correct something with changes in behavior, it's at least I'm part modifiable, and that literature DOES exist regarding depression.