Even with the classification of the groups and the various combination options for comparisons, we did not find any significant results associating smoking and the OPRM1 gene, which suggests indeed OPRM1 influence in smoking addiction may be too small to ever become of clinical significance or target for therapy, unless underlying mental disorder is present. Here, OPRM1 is linked to mental disorder.