Notably, eGFR, DM, cancer, cardiovascular disease, and CRP log were baseline factors that were positively correlated with the MIS, whereas age, hypertension, hemoglobin level, albumin level, cholesterol log, phosphorus level, BMI, and muscle mass index were negatively correlated with the MIS. The gene discussed is ALB; the disease is cardiovascular disorder.