ALB and cirrhosis of liver: The contribution ratio was 97.86%, the logistic regression equation was 7.95 + 2.46 × (no liver cirrhosis) + 1.32 × (serum zinc level μg/dL) − 0.11 × (Alb level g/dL), and the root mean squared error was 6.18 (Fig. 7).