This aligns with prior research identifying SIRD as the most genetically unique subgroup [25], exhibiting an insulin resistance molecular signature [8] and lacking associations with the type 2 diabetes locus in the TCF7L2 gene or insulin secretion risk scores, contrary to SIDD and MOD [1, 25–27]. The gene discussed is INS; the disease is Insulin resistance.