Compared to DEGs regulated by USP39 in tumors, more DEGs regulated by USP39 in non-tumors overlapped and had positive correlation with tumorigenesis-related DEGs, suggesting that USP39 mainly played a tumorigenic role during the early stage of tumor formation (Fig. 2A). This evidence concerns the gene USP39 and neoplasm.