For some drugs of abuse with considerable larger samples sizes, GWAS have started to reveal genetic risk variants in few genes that have been consistently associated and replicated, for instance SNPs in the ADH1B gene for alcohol dependence and CHRNA5 gene for nicotine dependence (recently reviewed [149]). The gene discussed is CHRNA5; the disease is nicotine dependence.