Another interesting finding in our results is that the above four prognostic PRGs (BAK1, CYCS, HMGB1, and NLRP1) were significantly correlated with immune cell infiltration, which further confirmed that pyroptosis in immune cells might participate in regulating the tumour microenvironment. This evidence concerns the gene HMGB1 and neoplasm.