Disclosed is a set of genes differentially expressed in chemotherapy and radiation resistant tumors useful in predicting response to therapy and assessing risk of local-regional failure, survival and metastasis in cancer patients. Also disclosed are methods for characterizing tumors according to gene expression and kits for use in the methods of the invention.