INS and diabetes mellitus: After controlling for key patient characteristics, including insulin type, age, baseline BMI, duration of diabetes, baseline HbA1c, initial insulin dose, and metformin and SU usage, multivariate regression was performed to analyze patient-related and treatment characteristics associated with A1C change for each BMI group.