The following variables had significant negative contributions to the prediction of the outcome (stated according to the size of their standardized regression coefficients): encephalopathy grade, Tbil, Child–Turcotte–Pugh score, MELD, NLR, urea, age, MPV, FIB4, gender, creatinine, INR, gGT, PLR, and ALT. This evidence concerns the gene GPT and Encephalopathy.