Clinically, individuals with a longer duration of diabetes, those living with obesity (BMI ≥30), patients dependent on insulin therapy, and those with comorbid conditions like hypertension and dyslipidemia were more likely to exhibit poor glycemic control. Here, INS is linked to diabetes mellitus.