DNA methylation inhibitors are compounds that can block the activity of DNA methyltransferases (DNMTs), the enzymes responsible for adding methyl groups to DNA. By inhibiting these enzymes, these drugs can potentially reverse abnormal methylation patterns and reactivate silenced genes.