Finally, while hyperglycemia at diagnosis may transiently affect lipid levels, the persistence of higher LDL-C in females—despite comparable glycemic control and basal insulin dosing—suggests that additional sex-specific mechanisms may be contributing to this risk. Here, INS is linked to Hyperglycemia.