Albumin (ALB) levels were inversely related to hypoglycemia occurrence (OR = 0.84, 95% CI: 0.71–0.98, p < 0.05), and lower pre-HD glucose (GLU) was similarly associated with greater hypoglycemia risk (OR = 0.66, 95% CI: 0.44–0.97, p < 0.05). The gene discussed is ALB; the disease is Hypoglycemia.