Among these proteins, CRP showed the strongest association with BMI, which has also been associated with clinical parameters linked with obesity and PRAP1 showed a strong positive association with fasting insulin levels [74]. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.