Further, 25 key differentiation-related genes affecting the OS of patients with HCC were identified by WGCNA, and a DRGPI and nomogram containing five genes (PON1, ADH4, SQSTM1, HSP90AA1, and STMN1) were constructed by Cox regression analysis. The gene discussed is SQSTM1; the disease is hepatocellular carcinoma.