Specifically, the Tumour necrosis factor (TNF)-signaling pathway, IL-17 signaling pathway, cytokine–cytokine receptor interaction, NF-κB signaling pathway, and rheumatoid arthritis pathway were continuously activated and the magnitude of enrichment slowly decreased with time, although the number of DEGs increased with time. The gene discussed is TNF; the disease is rheumatoid arthritis.