High TPS was associated with genes such as SOX11 and GSX1, which may promote tumour proliferation, whereas Low TPS was enriched with immune-related genes like LILRB4, highlighting the complex interactions within the tumour microenvironment. Here, LILRB4 is linked to neoplasm.