For the CLRD-specific mortality model, the final covariates included: age, smoking status, NMLAR, diabetes, LDH, AST, ALT, WBC, PLT, Cr, BUN, K, CRP, NLR, lgPLR, and education level. The gene discussed is CRP; the disease is diabetes mellitus.