So, the comparative transcriptomics and functional assays revealed that diabetic conditions (high glucose/TNF-α) induce endothelial dysfunction via SLC3A2 suppression, triggering ferroptosis, inflammation, and fibrosis—key hallmarks of early DN. Here, TNF is linked to liver dysplastic nodule.