Compositions and methods for characterizing cancer cells by determining a marker of PGK1 activity. For example, methods are provided for predicting a patient response to a PGK1 inhibitor, a MEK/ERK inhibitor, an EGFR inhibitor, or a PIN1 inhibitor therapy. Methods for treating patients with such therapies are likewise provided.