Although targeting cancer cells on the basis of tissue-specific expression of key factors is an important strategy in precision oncology, few such therapies exist. Chemical screening now identifies YC-1 as a tissue-specific anti-cancer compound that is activated in the liver by the sulfotransferase enzyme SULT1A1.