TNF and viral infectious disease: KEGG analysis identified significant involvement of PT DEGs in pathways related to cytokine signaling, cell adhesion molecules, tumor necrosis factor (TNF) signaling, PI3K–AKT signaling, thyroid hormone synthesis, bacterial infections, and certain viral infections (Fig. 3C).