There are so many more things than substances to be addicted to. Psychological dependence on certain behaviors can be just as strong as physical dependence on a substance.
It looks like this study is focused on drug addiction which on its own is really intriguing, but I wonder if there would be any evidence in the human genome to predict behavioral addiction.