TLR4 and TLR7 were the most strongly correlated with tumour stemness features, but TLR9 had an undefined connection with the stemness index in various malignancies, and TLR4, TLR7, and TLR8 were the most associated with the tumour microenvironment. The gene discussed is TLR4; the disease is neoplasm.