Prior studies focusing on tumor–immune interactions and immunotherapies (including anti-PD1 therapy) have highlighted the importance of analyzing biomarker staining patterns at tumor–immune and tumor–stromal interfaces contained within biopsies, as these are areas of enriched immunological activity and signaling58–60. This evidence concerns the gene PDCD1 and neoplasm.