Different parameters including tumor mutational burden, TIL composition, high microsatellite instability, mismatch-repair deficiency, gut microbiome, and HLA diversity are being evaluated for predicting the therapeutic response to avelumab or other immunotherapies against the PD-1/PD-L1 axis. This evidence concerns the gene CD274 and neoplasm.