Our results further demonstrated a modest correlation between HOMA-IR and maternal age (r = 0.30), aligning with studies by Li et al. [20], who showed that advancing maternal age is independently associated with a higher incidence of GDM, possibly due to age-related decline in insulin sensitivity. The gene discussed is INS; the disease is gestational diabetes.