On the univariate analysis, the following eight variables were significantly related to frailty: age, BMI, LC, serum levels of albumin, BCAA, and 25(OH)D, PT-INR, and vitamin D deficiency (Table S3). The gene discussed is ALB; the disease is vitamin D deficiency.