Described herein are biomarkers comprising mTOR, PI3K/AKT, and MAPK/ERK signaling pathway members as well as cap-dependent translation initiation factors that enable monitoring and predicting responses to PD-1 pathway blockade in patients afflicted with cancers characterized by PD-1 expression.