In our study, a majority of patients exhibited elevated total cholesterol and LDL-C levels, which aligns with the underlying mechanism of reduced HMG-CoA reductase activity and decreased LDL receptor expression in hypothyroidism. The gene discussed is HMGCR; the disease is hypothyroidism.