In addition, we examined the expression distribution of SNAI1, ZEB2, and VIM, which are the top three markers exhibiting strong correlation with KLF2, in the GSE25097 dataset related to cirrhosis development. The gene discussed is SNAI1; the disease is Cirrhosis.