The present invention is directed to the identification of predictive markers that can be used to determine whether patients with cancer are expected to demonstrate long term or short term survival times. In particular, the present invention is directed to the use of certain individual and/or combinations of predictive markers, wherein the expression of the predictive markers correlates with expected short term or long term survival. Thus, by examining the expression levels of individual predictive markers and/or predictive markers comprising a marker set, it is possible to determine predicted patient survival.