Other pathways, including “Humoral immune response” (Z-score = 3.1), “Interleukins production”, “B cell receptor signaling pathway”, “TNF signaling pathway”, and “Macrophage derived foam cell differentiation”, were also activated, indicative of a higher level of immune activation in the pneumonia group. Here, TNF is linked to pneumonia.