This finding is consistent with their strong ties to angiogenesis and vascular function regulation, aligning with endothelial dysfunction as a core pathological mechanism of ED (Pomeshkina et al., 2010) However, SPINT1 did not pass SMR analysis, indicating a lack of detectable direct causal association between its protein expression and ED. This evidence concerns the gene SPINT1 and endothelial dysfunction.