Conversely, cluster 12 exhibited enrichment in signaling pathways such as protein digestion and absorption, ECM receptor interaction, TNF, apoptosis, and rheumatoid arthritis (Figure 4D), which are commonly associated with cell apoptosis, pro-inflammation, and structural disruption. The gene discussed is TNF; the disease is rheumatoid arthritis.