Liver enzymes such as ALT and AST, along with APRI, were identified as significant risk factors in the univariable analysis; however, they were not included in the multivariable model due to the potential collinearity with composite fibrosis indices such as the FIB-4 score. This evidence concerns the gene GPT and fibrosis.