ALB and neoplasm: The optimal λ determined in this study was 0.0971096 (logλ= -2.3319), and 32 variables were reduced to 6 variables with non-zero coefficients as potential predictors in the training cohort, including gender, tumor number, tumor size, Alb/Glb, GGT and uric acid (Figure 3).