In Cluster 3, the upregulated genes were notably enriched in pathways such as viral protein interaction with cytokine and cytokine receptors, tyrosine metabolism, Staphylococcus aureus infection, and renin secretion (Figure 3e). The gene discussed is REN; the disease is staphylococcus aureus infection.