Recent studies have confirmed that the AIP is positively associated with various metabolic diseases, including obesity (30), prediabetes (18), T2D (19), and metabolic syndrome (31). The gene discussed is AIP; the disease is obesity due to melanocortin 4 receptor deficiency.