When the residual sum of squares was shown to be 1es (λ = 0.02) for all-cause mortality, 11 variables with non-zero coefficients were selected for multivariate analysis (Figure 2(A,B)), including age, body mass index (BMI), DM, CVD, cancer, urine volume, chest tightness, expectoration, hemoglobin (HGB), serum ALB, HbAlc, NT-proBNP, and PE. The gene discussed is ALB; the disease is cancer.