Spatial imaging analysis of two extreme responders showed different cellular interactions of exhausted CD8 T cells with either macrophages expressing PD-L1 or tumor cells with gene amplification of PD-L1 and PD-L2 (Fig. 3). This evidence concerns the gene CD8A and neoplasm.