We further examined the expression of specific genes involved in these key pathways and found that antigen presentation-related genes such as the HLAs genes and immune response-related genes including CD40, TLR7, GATA3 and IL6 showed progressively reduced expression in advanced compared to early stage tumours (Fig. 4d). This evidence concerns the gene TLR7 and neoplasm.