TNF and Insulin resistance: Additionally, SNPs in genes encoding cytokines such as TNF-α (rs1800629) and IL-6 (rs1800795) have been implicated in the chronic low-grade inflammation characteristic of GDM, exacerbating insulin resistance and metabolic dysfunction [131,132].