Studies have found that RRM2 showed specifically elevated levels in HCC and inhibits ferroptosis by stimulating glutathione synthesis via glutathione synthetase, thus participating in the occurrence of HCC (20). The gene discussed is GSS; the disease is hepatocellular carcinoma.