Below the inflection point, the SII was significantly and positively correlated with BMI, probably reflecting increased levels of inflammatory mediators in the early stages of obesity, which affect insulin sensitivity and fat metabolism and promote fat accumulation. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.