The PI3K-Akt signaling pathway, which regulates inflammation and cell proliferation, was notably enriched, and previous studies have shown that inhibiting this pathway can alleviate pneumonia symptoms [20]. This evidence concerns the gene AKT1 and susceptibility to pneumonia measurement.