Similarly, hypercholesterolemia’s association with diabetes is characterized by elevated LDL cholesterol levels, which impair insulin sensitivity and beta-cell function, pivotal in diabetes development, explaining its contribution to diabetes risk in the current study (52). The gene discussed is INS; the disease is Hypercholesterolemia.