Additionally, we analyzed the Gepia2 and TIMER2.0 databases and confirmed the correlation between PP1A and key ferroptosis markers in HCC clinical samples (Figure S3A,B, Supporting Information). Here, PPP1CA is linked to hepatocellular carcinoma.