By sequentially adding baseline age, BMI, waist circumference, and other variables to the models, we identified the relationship between the risk of diabetes and changes in β-cell function and insulin sensitivity, independent of age and obesity, providing a more comprehensive understanding that supports and extends the existing literature. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.