Similarly, Lin et al. used LC-MS, random forest analysis, and logistic regression analysis to identify 15 metabolites that could distinguish patients with HCC and negative AFP from cirrhosis and healthy volunteers [34]. This evidence concerns the gene AFP and Cirrhosis.