For every one of these anecdotes, there's another where the kid has a great childhood and school experience but still ends up depressed. Or one that is severely bullied but ended up enlightened and happy. Psychiatrists can come up with whatever post hoc explanations they want, but as you said, it's multifactorial, and therefore does not admit simple explanations.