Participants with an HSI of >36 had significantly higher values for obesity-related parameters, including body weight, BMI, and WC, as well as elevated levels of FBG, HbA1c, TG, ALT, insulin resistance, and hs-CRP. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.