Response to immunotherapy is likely governed by the complex interplay between tumor and immune dependent factors, inherently limiting response prediction based on single biomarkers (e.g. PD-L1) or unilateral tumor-derived parameters (e.g. plasma tumor mutational burden (pTMB)). This evidence concerns the gene CD274 and neoplasm.