The remaining 22.5% had the Severe Insulin-Resistant Diabetes (SIRD) subtype, distinguished by elevated BMI, marked insulin resistance, increased insulin secretion, and relatively well-controlled HbA1c levels. Here, INS is linked to Insulin resistance.