Former studies showed expression of SIGLEC genes on immune cells were positively correlated with immune checkpoints, such as PD1, and in our study, tumor expressed SIGLEC genes were also positively correlated with various immune stimulators and inhibitors (8, 36, 38, 42). This evidence concerns the gene PDCD1 and neoplasm.