TNF and neoplasm: Moreover, TCF19 was significantly associated with the crucial tumor-related marker genes that controlled the various biological processes, including the TGF beta signaling pathway, TNFA signaling, hypoxia, coking death, repair of DNA, autophagy, and ferroptosis (Supplementary Figure 5).