To determine which among AFP and the 150 metabolites associated with risk of HCC (Table S2) contributed the most to risk prediction, the conditional inference random forest machine learning algorithm was implemented (Figs S3 and Fig. 2A). Here, AFP is linked to hepatocellular carcinoma.