In this review, we will present evidence that recently identified DNA methylation loci show great promise as biomarkers for smoking, meeting the above criteria for translation to clinical use. Next, we will demonstrate that current evidence for methylation changes as biomarkers for alcohol use is much more limited but emerging, and finally that the evidence for other substances is still more limited and not at a point where translation to clinical use is feasible.