Above results had demonstrated a positive association (p < 0.05) between mortality and variables containing age, sex, CKD etiology, diabetes, tumor, AST, AST/ALT ratio, C-Reactive protein, hemoglobin, albumin, prealbumin, inhalation drugs, and vaccination. The gene discussed is GPT; the disease is diabetes mellitus.