This aligns with mechanistic studies implicating adipose-derived cytokines (e.g., leptin, TNF-α) in placental nutrient dysregulation and fetal β-cell hyperplasia, processes intensified by GDM (27–29). The gene discussed is TNF; the disease is gestational diabetes.