Although APOE isoforms plausibly influence DPN through lipid dysregulation, oxidative stress, and microvascular injury (Figure 4), our cross-sectional design cannot establish whether genotype-associated lipid alterations precede or follow neuropathy onset; the noted associations suggest potential mechanistic pathways. Here, APOE is linked to neuropathy.