The hyponatremia group had significantly lower serum hemoglobin, calcium, albumin, and cholesterol levels, as well as a shorter follow-up duration and a higher proportion of CCI scores ≥5, than the non-hyponatremia group. The gene discussed is ALB; the disease is Hyponatremia.