Inflammatory cytokines such as TNF-α, IL-1β, and IL-6 activate multiple signaling pathways, leading to insulin resistance, impaired insulin secretion, and promotion of diabetes and its complications (Xie and Du, 2011; Xue et al., 2024). The gene discussed is TNF; the disease is Insulin resistance.