The 10 hub genes, namely, ICAM1, MMP9, CCL2, IL1B, TNF, CXCL8, IL10, IL6, FN1, and VEGFA are also important targets of pneumonia. This evidence concerns the gene TNF and susceptibility to pneumonia measurement.