As illustrated in Supplementary Figure S5A, we compiled a catalogue of frequently occurring mutations in liver cancer based on TCGA mutation data, including noteworthy mutations such as TP53, CTNNB1, and APOB. The gene discussed is APOB; the disease is liver cancer.