In general, the ratios of total scores between cell interactions show endothelial cells, Fibroblasts, Mast cells, Tumor cells, and CD8 T cells were most relatively upregulated in non-responders compared with untreated patients, We inferred that these intercellular interactions changes may be associated with immune unresponsiveness (Figure 3B). This evidence concerns the gene CD8A and neoplasm.