In line with our observations in HCC patients (Fig. 1b), three key SAA metabolic enzymes, MAT1A, CBS and CTH, were significantly enriched in the epithelial group together with HNF4α and liver-specific markers (Fig. 1e, f). Here, MAT1A is linked to hepatocellular carcinoma.