KEGG pathway analysis of 20 ECM genes, identified using random forest algorithms, was enriched in the Ras, MAPK, and ERBB pathways implicated in liver cirrhosis, cancer development, and tumor immunity. This evidence concerns the gene EGFR and cirrhosis of liver.