Further stratified analysis showed that sex, BMI, smoking status, and alcohol consumption significantly modified the relationships of ALB, AST, ALT, and GGT with liver cancer incidence, respectively (P for modification < 0.05), while these relationships were persistently significant in the corresponding subgroups (Additional file 1: Table S3). Here, ALB is linked to liver cancer.