This disclosure provides agents, compositions and methods of treating cancer by inhibiting histone lysine specific demethylase 1 (LSD1) and/or and a histone lysine specific demethylase 2 (LSD2). Agents and compositions comprise statins and/or inhibitors of LSD1/2.