If you think they care about you definitely go ahead and talk to friends.
But one point to be noted. Depression is like having extra sensitivity to negative emotions. So maybe your assumption that you were never their fav child, might be wrong. So give your parents a chance. If they are good parents, definitely they will go the extra mile to help you.