We performed a drug discovery screen targeting a gene, let-7, to find compounds that inhibit its activity. Let-7 is a regulatory gene that promotes cancer cell development and growth. After screening through roughly 36,000 compounds, we identified a class of compounds that suppress let-7 targets. As a result, these compounds also show growth inhibitory activity on cancer cells.