The present disclosure provides methods in which adherent cells are treated with small molecules, cultured, lysed, and then analyzed by mass spectrometry to measure the activities of endogenous enzymes. The implementation of this method relies on the use of surfaces that are nanopatterned with cell adhesion ligands to mediate cell attachment and a peptide that is a substrate for the desired enzyme activity in the lysate.