CTSD and neoplasm: Compared with normal tissues, the expressions of CTSD, ULK3, CDKN2A, ATG4B, and DAPK1 in tumor tissues were significantly up-regulated, and the expression of SERPINA1 in tumor tissues was significantly down-regulated; the verification results were basically consistent with the research analysis results (Figure 8).