The association of MMP-1 levels and obesity was also verified by significant positive correlations between MMP-1 levels or MMP-1/TIMP-1 ratio and BMI/WC values in people with obesity (Figs. 1c and 2c, Supplementary Table 2). The gene discussed is TIMP1; the disease is obesity due to melanocortin 4 receptor deficiency.