In addition, analysis of patient data indicated that USP15 expression level was positively correlated with tumor TNM stage, tumor size, cirrhosis, and microvascular invasion, while negatively correlated with patient overall survival (Supplementary Table S2; Fig. 1F). Here, USP15 is linked to Cirrhosis.