To avoid multicollinearity, multivariate analyses of generalized linear mixed models (GLMMs) adjusting for age, gender, BMI, ALT, TBil, ALB, INR, PTBD, PVE, operation time, and hemorrhage were applied to each of the preoperative liver function parameters, respectively. The gene discussed is GPT; the disease is hemorrhage.