Moreover, because only a few publications were included in the analysis of BA diagnosis based on serum IL-33 and prediction of post-KPE significant liver fibrosis with APRi, the threshold effect and SROC curves were not obtained in either analysis. This evidence concerns the gene IL33 and Hepatic fibrosis.