We further explored the molecular mechanism of PNO1 in regulating the malignant progression of HCC by performing differential protein enrichment analysis, which suggested that PNO1 was significantly associated with ferroptosis (Fig. 1A). This evidence concerns the gene PNO1 and hepatocellular carcinoma.