While our study establishes SLC3A2 downregulation and ferroptosis activation as pivotal in high glucose/TNFα-induced endothelial dysfunction, bioinformatics analysis revealed concurrent enrichment of JAK-STAT and TGF-β signaling in dysfunctional cells, suggesting multipathway cross-talk. The gene discussed is TGFB1; the disease is endothelial dysfunction.