Some SNPs were associated with the known confounders (body mass index, glucose, diabetes, alcohol, smoking, cholesterol, triglycerides, high-density lipoprotein, low-density lipoprotein, blood pressure, insulin, and obesity), which were excluded from further analysis. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.