For the all-cause mortality model, selected variables included: age, LDH, PLT, K, hypertension, NMLAR, BUN, CRP, Cr, NLR, lgPLR, diabetes, arthritis, smoking status, and Na. This evidence concerns the gene CRP and diabetes mellitus.