Notwithstanding these limitations, the general pattern of our results indicates that the importance of the CHRNA5/A3/B4 gene cluster is not limited to ND and ND related phenotypes. It is more broadly involved in the first use of various different substances, where it seems to have a role particularly in early onset of substance use behaviors.