Serum inflammatory cytokine assays indicated significantly elevated levels of TNF-α, IL-1β, and IL-6 in the pneumonia group compared to the control group (p < 0.001, Figure 8G–I), suggesting that pathogen infection triggered a systemic inflammatory response. Here, TNF is linked to pneumonia.