Correlation analyses of the six prognostic genes with immune cell infiltration demonstrated that IL4I1, KMO, and HADH exhibited positive correlations with the majority of tumor-infiltrating immune cells, while HADH and ECHS1 showed significant negative associations with these immune populations (Figure 7D). Here, ECHS1 is linked to neoplasm.