Hallmark pathway enrichment analysis (Fig 2F) revealed that classical signaling pathways associated with TDP2 high expression cells, such as TNFα signaling, KRAS signaling and hypoxia response, all play a driving role in the malignant transformation of the tumor microenvironment, which may promote tumor invasiveness and drug resistance. Here, TNF is linked to neoplasm.