Plumbagin, a natural product DUB inhibitor, uniquely induces glutathione peroxidase 4 (GPX4) ubiquitination and degradation in hepatocellular carcinoma cells via selective USP31 inhibition. This evidence concerns the gene GPX4 and hepatocellular carcinoma.