PDCD1 and cancer: Therefore, integrating other high-throughput data, such as gene expression data, with the top genes in our association prediction list (Supplementary Data 1a) would further help prioritize important biomarkers and potential therapeutic targets for combination treatments with anti-PD-1 therapy for a given cancer type.