In addition, abnormal tumor TNF pathways mediated by abnormal expressions of TNF, NF-κB, FOS, JUN, and JUNB were observed, and scATAC-seq results confirmed the presence of abnormal accessibility binding sites for the transcription factors FOS, JUN, and JUNB. The gene discussed is FOS; the disease is neoplasm.