COL4A1 and neoplasm: All four hub genes demonstrated statistically significant differences in expression among immune subtypes (Fig. 7 A), with CTNNB1 and COL4A1 particularly elevated in the C2 and C6 subtypes, which are generally associated with enhanced immune suppression and tumor aggressiveness (Fig. 7 A).