TIGIT in exhausted and regulatory T cells and Nectin in tumor cells were coordinately expressed. Inflammatory cancer-associated fibroblasts that upregulated metallothioneins were enriched in chemo-resistant samples. This evidence concerns the gene NECTIN1 and neoplasm.