This review focuses on recent development of inhibitors of metal-dependent “classical” HDACs (Classes I, II, and IV) that are in clinical trials as anti-cancer agents, and different computer modeling tools for the development of HDAC inhibitors. This evidence concerns the gene HDAC9 and cancer.