TNF and atherosclerosis: Crucially, the CSRDEGs were intricately associated with several key biological pathways, as identified by KEGG, including lipid metabolism and atherosclerosis, regulation of apoptosis, the MAPK signaling pathway, and the TNF signaling pathway.