As a proof-of-concept, we computationally predict and experimentally validate that levosimendan, a PDE inhibitor for heart failure that is associated with all existing anti-cancer therapies, is a kinase inhibitor and active against lymphoma. Here, ALDH7A1 is linked to cancer.